major precision improvements to movenet and handtrack

CHANGELOG.md

@@ -9,11 +9,20 @@
   
 ## Changelog
   
+### **HEAD -> main** 2021/10/10 mandic00@live.com
+
+
+### **origin/main** 2021/10/08 mandic00@live.com
+
+- demo default config cleanup
+- improve gaze and face angle visualizations in draw
+
+### **release 2.3.1** 2021/10/06 mandic00@live.com
+
+
 ### **2.3.1** 2021/10/06 mandic00@live.com
 
-
+- workaround for chrome offscreencanvas bug
-### **origin/main** 2021/10/06 mandic00@live.com
-
 - fix backend conflict in webworker
 - add blazepose v2 and add annotations to body results
 - fix backend order initialization

demo/index.js

@@ -31,15 +31,6 @@ import jsonView from './helpers/jsonview.js';
 let human;
 
 let userConfig = {
-  cacheSensitivity: 0,
-  hand: { enabled: true },
-  body: { enabled: false },
-  face: { enabled: false },
-  /*
-  hand: { enabled: false, maxDetected: 1, skipFrames: 0 },
-  body: { enabled: false },
-  face: { enabled: false },
-  */
   /*
   warmup: 'none',
   backend: 'humangl',
@@ -118,6 +109,7 @@ const ui = {
   lastFrame: 0, // time of last frame processing
   viewportSet: false, // internal, has custom viewport been set
   background: null, // holds instance of segmentation background image
+  transferCanvas: null, // canvas used to transfer data to and from worker
 
   // webrtc
   useWebRTC: false, // use webrtc as camera source instead of local webcam
@@ -318,7 +310,7 @@ async function drawResults(input) {
   const fps = avgDetect > 0 ? `FPS process:${avgDetect} refresh:${avgDraw}` : '';
   const backend = result.backend || human.tf.getBackend();
   const gpu = engine.backendInstance ? `gpu: ${(engine.backendInstance.numBytesInGPU ? engine.backendInstance.numBytesInGPU : 0).toLocaleString()} bytes` : '';
-  const memory = result.tensors || `system: ${engine.state.numBytes.toLocaleString()} bytes ${gpu} | tensors: ${engine.state.numTensors.toLocaleString()}`;
+  const memory = result.tensors ? `tensors: ${result.tensors.toLocaleString()} in worker` : `system: ${engine.state.numBytes.toLocaleString()} bytes ${gpu} | tensors: ${engine.state.numTensors.toLocaleString()}`;
   document.getElementById('log').innerHTML = `
     video: ${ui.camera.name} | facing: ${ui.camera.facing} | screen: ${window.innerWidth} x ${window.innerHeight} camera: ${ui.camera.width} x ${ui.camera.height} ${processing}<br>
     backend: ${backend} | ${memory}<br>
@@ -469,13 +461,17 @@ function webWorker(input, image, canvas, timestamp) {
       if (document.getElementById('gl-bench')) document.getElementById('gl-bench').style.display = ui.bench ? 'block' : 'none';
       lastDetectedResult = msg.data.result;
 
-      if (msg.data.image) {
+      if (msg.data.image) { // we dont really need canvas since we draw from video
+        /*
+        if (!lastDetectedResult.canvas || lastDetectedResult.canvas.width !== msg.data.width || lastDetectedResult.canvas.height !== msg.data.height) {
           lastDetectedResult.canvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(msg.data.width, msg.data.height) : document.createElement('canvas');
           lastDetectedResult.canvas.width = msg.data.width;
           lastDetectedResult.canvas.height = msg.data.height;
+        }
         const ctx = lastDetectedResult.canvas.getContext('2d');
         const imageData = new ImageData(new Uint8ClampedArray(msg.data.image), msg.data.width, msg.data.height);
         ctx.putImageData(imageData, 0, 0);
+        */
       }
 
       ui.framesDetect++;
@@ -508,10 +504,12 @@ function runHumanDetect(input, canvas, timestamp) {
   if (ui.hintsThread) clearInterval(ui.hintsThread);
   if (ui.useWorker && human.env.offscreen) {
     // get image data from video as we cannot send html objects to webworker
-    const offscreen = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(canvas.width, canvas.height) : document.createElement('canvas');
+    if (!ui.transferCanvas || ui.transferCanvas.width !== canvas.width || ui.transferCanvas.height || canvas.height) {
-    offscreen.width = canvas.width;
+      ui.transferCanvas = document.createElement('canvas');
-    offscreen.height = canvas.height;
+      ui.transferCanvas.width = canvas.width;
-    const ctx = offscreen.getContext('2d');
+      ui.transferCanvas.height = canvas.height;
+    }
+    const ctx = ui.transferCanvas.getContext('2d');
     ctx.drawImage(input, 0, 0, canvas.width, canvas.height);
     const data = ctx.getImageData(0, 0, canvas.width, canvas.height);
     // perform detection in worker

dist/human.esm-nobundle.js

@@ -178,8 +178,8 @@ var config = {
   hand: {
     enabled: true,
     rotation: true,
-    skipFrames: 1,
+    skipFrames: 2,
-    minConfidence: 0.55,
+    minConfidence: 0.5,
     iouThreshold: 0.2,
     maxDetected: -1,
     landmarks: true,
@@ -238,7 +238,7 @@ var version9 = {
 };
 
 // package.json
-var version10 = "2.3.1";
+var version10 = "2.3.2";
 
 // src/image/imagefx.ts
 function GLProgram(gl, vertexSource, fragmentSource) {
@@ -1038,6 +1038,7 @@ async function set(obj) {
 var maxSize = 2048;
 var inCanvas = null;
 var outCanvas = null;
+var tmpCanvas = null;
 var fx;
 function canvas(width, height) {
   let c;
@@ -1075,12 +1076,13 @@ function process2(input, config3, getTensor = true) {
     throw new Error("input type is not recognized");
   }
   if (input instanceof tfjs_esm_exports.Tensor) {
-    if (input["isDisposedInternal"])
+    if (input["isDisposedInternal"]) {
       throw new Error("input tensor is disposed");
-    else if (!input.shape || input.shape.length !== 4 || input.shape[0] !== 1 || input.shape[3] !== 3)
+    } else if (!input.shape || input.shape.length !== 4 || input.shape[0] !== 1 || input.shape[3] !== 3) {
-      throw new Error(`input tensor shape must be [1, height, width, 3] and instead was ${input.shape}`);
+      throw new Error(`input tensor shape must be [1, height, width, 3] and instead was ${input["shape"]}`);
-    else
+    } else {
       return { tensor: tfjs_esm_exports.clone(input), canvas: config3.filter.return ? outCanvas : null };
+    }
   } else {
     if (typeof input["readyState"] !== "undefined" && input["readyState"] <= 2) {
       if (config3.debug)
@@ -1181,22 +1183,24 @@ function process2(input, config3, getTensor = true) {
         pixels = tfjs_esm_exports.browser ? tfjs_esm_exports.browser.fromPixels(input) : null;
       } else {
         depth = input["data"].length / input["height"] / input["width"];
-        const arr = new Uint8Array(input["data"]["buffer"]);
+        const arr = Uint8Array.from(input["data"]);
         pixels = tfjs_esm_exports.tensor(arr, [input["height"], input["width"], depth], "float32");
       }
     } else {
+      if (!tmpCanvas || outCanvas.width !== tmpCanvas.width || (outCanvas == null ? void 0 : outCanvas.height) !== (tmpCanvas == null ? void 0 : tmpCanvas.height))
+        tmpCanvas = canvas(outCanvas.width, outCanvas.height);
       if (tfjs_esm_exports.browser && env2.browser) {
         if (config3.backend === "webgl" || config3.backend === "humangl" || config3.backend === "webgpu") {
           pixels = tfjs_esm_exports.browser.fromPixels(outCanvas);
         } else {
-          const tempCanvas = copy(outCanvas);
+          tmpCanvas = copy(outCanvas);
-          pixels = tfjs_esm_exports.browser.fromPixels(tempCanvas);
+          pixels = tfjs_esm_exports.browser.fromPixels(tmpCanvas);
         }
       } else {
         const tempCanvas = copy(outCanvas);
         const tempCtx = tempCanvas.getContext("2d");
         const tempData = tempCtx.getImageData(0, 0, targetWidth, targetHeight);
-        depth = input["data"].length / targetWidth / targetHeight;
+        depth = tempData.data.length / targetWidth / targetHeight;
         const arr = new Uint8Array(tempData.data.buffer);
         pixels = tfjs_esm_exports.tensor(arr, [targetWidth, targetHeight, depth]);
       }
@@ -4637,7 +4641,7 @@ function generateAnchors(inputSize8) {
       const anchorY = stride * (gridY + 0.5);
       for (let gridX = 0; gridX < gridCols; gridX++) {
         const anchorX = stride * (gridX + 0.5);
-        for (let n2 = 0; n2 < anchorsNum; n2++)
+        for (let n = 0; n < anchorsNum; n++)
           anchors4.push([anchorX, anchorY]);
       }
     }
@@ -4662,8 +4666,8 @@ function transformRawCoords(rawCoords, box5, angle, rotationMatrix, inputSize8)
   ]);
 }
 function correctFaceRotation(box5, input, inputSize8) {
-  const [indexOfMouth, indexOfForehead] = box5.landmarks.length >= meshLandmarks.count ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine;
+  const symmetryLine = box5.landmarks.length >= meshLandmarks.count ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine;
-  const angle = computeRotation(box5.landmarks[indexOfMouth], box5.landmarks[indexOfForehead]);
+  const angle = computeRotation(box5.landmarks[symmetryLine[0]], box5.landmarks[symmetryLine[1]]);
   const faceCenter = getBoxCenter({ startPoint: box5.startPoint, endPoint: box5.endPoint });
   const faceCenterNormalized = [faceCenter[0] / input.shape[2], faceCenter[1] / input.shape[1]];
   const rotated = tfjs_esm_exports.image.rotateWithOffset(input, angle, 0, faceCenterNormalized);
@@ -9305,9 +9309,10 @@ var models = [null, null];
 var modelOutputNodes = ["StatefulPartitionedCall/Postprocessor/Slice", "StatefulPartitionedCall/Postprocessor/ExpandDims_1"];
 var inputSize4 = [[0, 0], [0, 0]];
 var classes = ["hand", "fist", "pinch", "point", "face", "tip", "pinchtip"];
+var faceIndex = 4;
 var boxExpandFact = 1.6;
 var maxDetectorResolution = 512;
-var detectorExpandFact = 1.2;
+var detectorExpandFact = 1.4;
 var skipped4 = 0;
 var outputSize = [0, 0];
 var cache = {
@@ -9371,9 +9376,10 @@ async function detectHands(input, config3) {
   t.boxes = tfjs_esm_exports.squeeze(t.rawBoxes, [0, 2]);
   t.scores = tfjs_esm_exports.squeeze(t.rawScores, [0]);
   const classScores = tfjs_esm_exports.unstack(t.scores, 1);
-  classScores.splice(4, 1);
+  tfjs_esm_exports.dispose(classScores[faceIndex]);
+  classScores.splice(faceIndex, 1);
   t.filtered = tfjs_esm_exports.stack(classScores, 1);
-  tfjs_esm_exports.dispose(...classScores);
+  tfjs_esm_exports.dispose(classScores);
   t.max = tfjs_esm_exports.max(t.filtered, 1);
   t.argmax = tfjs_esm_exports.argMax(t.filtered, 1);
   let id = 0;
@@ -9383,12 +9389,12 @@ async function detectHands(input, config3) {
   const classNum = await t.argmax.data();
   for (const nmsIndex of Array.from(nms)) {
     const boxSlice = tfjs_esm_exports.slice(t.boxes, nmsIndex, 1);
-    const boxData = await boxSlice.data();
+    const boxYX = await boxSlice.data();
     tfjs_esm_exports.dispose(boxSlice);
-    const boxSquareSize = Math.max(boxData[3] - boxData[1], boxData[2] - boxData[0]);
+    const boxData = [boxYX[1], boxYX[0], boxYX[3] - boxYX[1], boxYX[2] - boxYX[0]];
-    const boxRaw = scale([boxData[1], boxData[0], boxSquareSize, boxSquareSize], detectorExpandFact);
+    const boxRaw = scale(boxData, detectorExpandFact);
     const boxCrop = crop(boxRaw);
-    const boxFull = [Math.trunc(boxData[1] * outputSize[0]), Math.trunc(boxData[0] * outputSize[1]), Math.trunc((boxData[3] - boxData[1]) * outputSize[0]), Math.trunc((boxData[2] - boxData[0]) * outputSize[1])];
+    const boxFull = [Math.trunc(boxData[0] * outputSize[0]), Math.trunc(boxData[1] * outputSize[1]), Math.trunc(boxData[2] * outputSize[0]), Math.trunc(boxData[3] * outputSize[1])];
     const score = scores[nmsIndex];
     const label = classes[classNum[nmsIndex]];
     const hand3 = { id: id++, score, box: boxFull, boxRaw, boxCrop, label };
@@ -9427,10 +9433,9 @@ async function detectFingers(input, h, config3) {
       const coordsData = await t.reshaped.array();
       const coordsRaw = coordsData.map((kpt4) => [kpt4[0] / inputSize4[1][1], kpt4[1] / inputSize4[1][0], kpt4[2] || 0]);
       const coordsNorm = coordsRaw.map((kpt4) => [kpt4[0] * h.boxRaw[2], kpt4[1] * h.boxRaw[3], kpt4[2] || 0]);
-      console.log(outputSize, h.box);
       hand3.keypoints = coordsNorm.map((kpt4) => [
-        outputSize[0] * kpt4[0] + h.box[0],
+        outputSize[0] * (kpt4[0] + h.boxRaw[0]),
-        outputSize[1] * kpt4[1] + h.box[1],
+        outputSize[1] * (kpt4[1] + h.boxRaw[1]),
         kpt4[2] || 0
       ]);
       hand3.landmarks = analyze(hand3.keypoints);
@@ -9442,28 +9447,21 @@ async function detectFingers(input, h, config3) {
   }
   return hand3;
 }
-var n = 0;
 async function predict6(input, config3) {
   var _a, _b;
-  n++;
   if (!models[0] || !models[1] || !((_a = models[0]) == null ? void 0 : _a.inputs[0].shape) || !((_b = models[1]) == null ? void 0 : _b.inputs[0].shape))
     return [];
   outputSize = [input.shape[2] || 0, input.shape[1] || 0];
   skipped4++;
   if (config3.skipFrame && skipped4 <= (config3.hand.skipFrames || 0)) {
-    console.log(n, "SKIP", { results: cache.hands.length });
     return cache.hands;
   }
   return new Promise(async (resolve) => {
-    console.log(n, "DETECT", { skipped: skipped4, hands: cache.hands.length, boxes: cache.boxes.length });
+    if (config3.skipFrame && skipped4 < 5 * (config3.hand.skipFrames || 0) && cache.hands.length > 0) {
-    if (config3.skipFrame && skipped4 <= 10 * (config3.hand.skipFrames || 0) && cache.hands.length > 0) {
       cache.hands = await Promise.all(cache.boxes.map((handBox) => detectFingers(input, handBox, config3)));
-      console.log(n, "HANDS", { hands: cache.hands.length });
     } else {
       cache.boxes = await detectHands(input, config3);
-      console.log(n, "BOXES", { hands: cache.boxes.length });
       cache.hands = await Promise.all(cache.boxes.map((handBox) => detectFingers(input, handBox, config3)));
-      console.log(n, "HANDS", { hands: cache.hands.length });
       skipped4 = 0;
     }
     const oldCache = [...cache.boxes];
@@ -9478,7 +9476,6 @@ async function predict6(input, config3) {
           cache.boxes.push({ ...oldCache[i], box: boxScale, boxRaw: boxScaleRaw, boxCrop });
         }
       }
-      console.log(n, "CACHED", { hands: cache.boxes.length });
     }
     resolve(cache.hands);
   });

dist/human.esm.js

@@ -174,8 +174,8 @@ var config = {
   hand: {
     enabled: true,
     rotation: true,
-    skipFrames: 1,
+    skipFrames: 2,
-    minConfidence: 0.55,
+    minConfidence: 0.5,
     iouThreshold: 0.2,
     maxDetected: -1,
     landmarks: true,
@@ -1606,20 +1606,20 @@ var require_alea = __commonJS({
         return prng;
       }
       function Mash() {
-        var n2 = 4022871197;
+        var n = 4022871197;
         var mash = function(data) {
           data = data.toString();
           for (var i = 0; i < data.length; i++) {
-            n2 += data.charCodeAt(i);
+            n += data.charCodeAt(i);
-            var h = 0.02519603282416938 * n2;
+            var h = 0.02519603282416938 * n;
-            n2 = h >>> 0;
+            n = h >>> 0;
-            h -= n2;
+            h -= n;
-            h *= n2;
+            h *= n;
-            n2 = h >>> 0;
+            n = h >>> 0;
-            h -= n2;
+            h -= n;
-            n2 += h * 4294967296;
+            n += h * 4294967296;
           }
-          return (n2 >>> 0) * 23283064365386963e-26;
+          return (n >>> 0) * 23283064365386963e-26;
         };
         return mash;
       }
@@ -2053,18 +2053,18 @@ var require_seedrandom = __commonJS({
         var shortseed = mixkey(flatten4(options3.entropy ? [seed, tostring(pool3)] : seed == null ? autoseed() : seed, 3), key);
         var arc4 = new ARC4(key);
         var prng = function() {
-          var n2 = arc4.g(chunks), d = startdenom, x = 0;
+          var n = arc4.g(chunks), d = startdenom, x = 0;
-          while (n2 < significance) {
+          while (n < significance) {
-            n2 = (n2 + x) * width;
+            n = (n + x) * width;
             d *= width;
             x = arc4.g(1);
           }
-          while (n2 >= overflow) {
+          while (n >= overflow) {
-            n2 /= 2;
+            n /= 2;
             d /= 2;
             x >>>= 1;
           }
-          return (n2 + x) / d;
+          return (n + x) / d;
         };
         prng.int32 = function() {
           return arc4.g(4) | 0;
@@ -2246,20 +2246,20 @@ var require_alea2 = __commonJS({
         return prng;
       }
       function Mash() {
-        var n2 = 4022871197;
+        var n = 4022871197;
         var mash = function(data) {
           data = String(data);
           for (var i = 0; i < data.length; i++) {
-            n2 += data.charCodeAt(i);
+            n += data.charCodeAt(i);
-            var h = 0.02519603282416938 * n2;
+            var h = 0.02519603282416938 * n;
-            n2 = h >>> 0;
+            n = h >>> 0;
-            h -= n2;
+            h -= n;
-            h *= n2;
+            h *= n;
-            n2 = h >>> 0;
+            n = h >>> 0;
-            h -= n2;
+            h -= n;
-            n2 += h * 4294967296;
+            n += h * 4294967296;
           }
-          return (n2 >>> 0) * 23283064365386963e-26;
+          return (n >>> 0) * 23283064365386963e-26;
         };
         return mash;
       }
@@ -2689,18 +2689,18 @@ var require_seedrandom3 = __commonJS({
         var shortseed = mixkey(flatten4(options3.entropy ? [seed, tostring(pool3)] : seed == null ? autoseed() : seed, 3), key);
         var arc4 = new ARC4(key);
         var prng = function() {
-          var n2 = arc4.g(chunks), d = startdenom, x = 0;
+          var n = arc4.g(chunks), d = startdenom, x = 0;
-          while (n2 < significance) {
+          while (n < significance) {
-            n2 = (n2 + x) * width;
+            n = (n + x) * width;
             d *= width;
             x = arc4.g(1);
           }
-          while (n2 >= overflow) {
+          while (n >= overflow) {
-            n2 /= 2;
+            n /= 2;
             d /= 2;
             x >>>= 1;
           }
-          return (n2 + x) / d;
+          return (n + x) / d;
         };
         prng.int32 = function() {
           return arc4.g(4) | 0;
@@ -4200,8 +4200,8 @@ var require_tfjs_backend_wasm_threaded_simd = __commonJS({
         function __webgl_enable_WEBGL_draw_buffers(ctx) {
           var ext = ctx.getExtension("WEBGL_draw_buffers");
           if (ext) {
-            ctx["drawBuffers"] = function(n2, bufs) {
+            ctx["drawBuffers"] = function(n, bufs) {
-              ext["drawBuffersWEBGL"](n2, bufs);
+              ext["drawBuffersWEBGL"](n, bufs);
             };
             return 1;
           }
@@ -4294,8 +4294,8 @@ var require_tfjs_backend_wasm_threaded_simd = __commonJS({
               utable[name] = [u.size, id];
               GL.uniforms[id] = loc;
               for (var j = 1; j < u.size; ++j) {
-                var n2 = name + "[" + j + "]";
+                var n = name + "[" + j + "]";
-                loc = GLctx.getUniformLocation(p2, n2);
+                loc = GLctx.getUniformLocation(p2, n);
                 id = GL.getNewId(GL.uniforms);
                 GL.uniforms[id] = loc;
               }
@@ -6401,9 +6401,9 @@ function sizeToSquarishShape(size2) {
   const width = Math.ceil(Math.sqrt(size2));
   return [width, Math.ceil(size2 / width)];
 }
-function createShuffledIndices(n2) {
+function createShuffledIndices(n) {
-  const shuffledIndices = new Uint32Array(n2);
+  const shuffledIndices = new Uint32Array(n);
-  for (let i = 0; i < n2; ++i) {
+  for (let i = 0; i < n; ++i) {
     shuffledIndices[i] = i;
   }
   shuffle(shuffledIndices);
@@ -7559,13 +7559,13 @@ function tensorToString(vals, shape, dtype, verbose) {
   return lines2.join("\n");
 }
 function computeMaxSizePerColumn(vals, shape, dtype, strides) {
-  const n2 = sizeFromShape(shape);
+  const n = sizeFromShape(shape);
   const numCols = strides[strides.length - 1];
   const padPerCol = new Array(numCols).fill(0);
   const rank = shape.length;
   const valuesOrTuples = dtype === "complex64" ? createComplexTuples(vals) : vals;
   if (rank > 1) {
-    for (let row = 0; row < n2 / numCols; row++) {
+    for (let row = 0; row < n / numCols; row++) {
       const offset = row * numCols;
       for (let j = 0; j < numCols; j++) {
         padPerCol[j] = Math.max(padPerCol[j], valToString(valuesOrTuples[offset + j], 0, dtype).length);
@@ -7670,8 +7670,8 @@ var TensorBuffer = class {
     this.shape = shape.slice();
     this.size = sizeFromShape(shape);
     if (values != null) {
-      const n2 = values.length;
+      const n = values.length;
-      assert(n2 === this.size, () => `Length of values '${n2}' does not match the size inferred by the shape '${this.size}'.`);
+      assert(n === this.size, () => `Length of values '${n}' does not match the size inferred by the shape '${this.size}'.`);
     }
     if (dtype === "complex64") {
       throw new Error(`complex64 dtype TensorBuffers are not supported. Please create a TensorBuffer for the real and imaginary parts separately and call tf.complex(real, imag).`);
@@ -11895,7 +11895,7 @@ function broadcastTo_(x, shape) {
       throw new Error(`broadcastTo(): [${xShape}] cannot be broadcast to [${shape}].`);
     }
   }
-  const axes = reps.map((n2, i) => n2 > 1 ? i : -1).filter((i) => i >= 0);
+  const axes = reps.map((n, i) => n > 1 ? i : -1).filter((i) => i >= 0);
   if (axes.length === 0) {
     return clone(input2);
   }
@@ -12352,8 +12352,8 @@ function eye_(numRows, numColumns, batchShape, dtype = "float32") {
     numColumns = numRows;
   }
   const buff = buffer([numRows, numColumns], dtype);
-  const n2 = numRows <= numColumns ? numRows : numColumns;
+  const n = numRows <= numColumns ? numRows : numColumns;
-  for (let i = 0; i < n2; ++i) {
+  for (let i = 0; i < n; ++i) {
     buff.set(1, i, i);
   }
   const out = reshape(buff.toTensor(), [numRows, numColumns]);
@@ -14952,12 +14952,12 @@ function qr2d(x, fullMatrices = false) {
   return ENGINE.tidy(() => {
     assert(x.shape.length === 2, () => `qr2d() requires a 2D Tensor, but got a ${x.shape.length}D Tensor.`);
     const m = x.shape[0];
-    const n2 = x.shape[1];
+    const n = x.shape[1];
     let q = eye(m);
     let r = clone(x);
     const one2D = tensor2d([[1]], [1, 1]);
     let w = clone(one2D);
-    const iters = m >= n2 ? n2 : m;
+    const iters = m >= n ? n : m;
     for (let j = 0; j < iters; ++j) {
       const rTemp = r;
       const wTemp = w;
@@ -14978,14 +14978,14 @@ function qr2d(x, fullMatrices = false) {
           ], 0);
         }
         const tau = neg(div(matMul(s, u1), normX));
-        const rjEndAll = slice(r, [j, 0], [m - j, n2]);
+        const rjEndAll = slice(r, [j, 0], [m - j, n]);
         const tauTimesW = mul(tau, w);
         const wT = transpose(w);
         if (j === 0) {
           r = sub(rjEndAll, matMul(tauTimesW, matMul(wT, rjEndAll)));
         } else {
           const rTimesTau = sub(rjEndAll, matMul(tauTimesW, matMul(wT, rjEndAll)));
-          r = concat([slice(r, [0, 0], [j, n2]), rTimesTau], 0);
+          r = concat([slice(r, [0, 0], [j, n]), rTimesTau], 0);
         }
         const tawTimesWT = transpose(tauTimesW);
         const qAllJEnd = slice(q, [0, j], [m, q.shape[1] - j]);
@@ -14999,9 +14999,9 @@ function qr2d(x, fullMatrices = false) {
       });
       dispose([rTemp, wTemp, qTemp]);
     }
-    if (!fullMatrices && m > n2) {
+    if (!fullMatrices && m > n) {
-      q = slice(q, [0, 0], [m, n2]);
+      q = slice(q, [0, 0], [m, n]);
-      r = slice(r, [0, 0], [n2, n2]);
+      r = slice(r, [0, 0], [n, n]);
     }
     return [q, r];
   });
@@ -16320,18 +16320,18 @@ function assignToTypedArray(data, real5, imag5, index) {
   data[index * 2] = real5;
   data[index * 2 + 1] = imag5;
 }
-function exponents(n2, inverse) {
+function exponents(n, inverse) {
-  const real5 = new Float32Array(n2 / 2);
+  const real5 = new Float32Array(n / 2);
-  const imag5 = new Float32Array(n2 / 2);
+  const imag5 = new Float32Array(n / 2);
-  for (let i = 0; i < Math.ceil(n2 / 2); i++) {
+  for (let i = 0; i < Math.ceil(n / 2); i++) {
-    const x = (inverse ? 2 : -2) * Math.PI * (i / n2);
+    const x = (inverse ? 2 : -2) * Math.PI * (i / n);
     real5[i] = Math.cos(x);
     imag5[i] = Math.sin(x);
   }
   return { real: real5, imag: imag5 };
 }
-function exponent(k, n2, inverse) {
+function exponent(k, n, inverse) {
-  const x = (inverse ? 2 : -2) * Math.PI * (k / n2);
+  const x = (inverse ? 2 : -2) * Math.PI * (k / n);
   const real5 = Math.cos(x);
   const imag5 = Math.sin(x);
   return { real: real5, imag: imag5 };
@@ -19222,13 +19222,13 @@ function expandDims2(x, axis = -1) {
   outShape.splice(axis, 0, 1);
   return reshape(x, outShape);
 }
-function repeat(x, n2) {
+function repeat(x, n) {
   return tidy(() => {
     if (x.shape.length !== 2) {
       throw new ValueError(`repeat() expects a rank-2 tensor, but received a rank-${x.shape.length} tensor.`);
     }
     const y = expandDims2(x, 1);
-    return tile2(y, [1, n2, 1]);
+    return tile2(y, [1, n, 1]);
   });
 }
 function flatten2(x) {
@@ -19363,14 +19363,14 @@ function concatAlongFirstAxis(a, b) {
       throw new ValueError(`concatAlongFirstAxis() received an unsupported tensor rank: ${a.rank}`);
   }
 }
-function tile2(x, n2) {
+function tile2(x, n) {
-  if (!Array.isArray(n2)) {
+  if (!Array.isArray(n)) {
-    n2 = [n2];
+    n = [n];
   }
-  if (x.rank !== n2.length) {
+  if (x.rank !== n.length) {
-    throw new ValueError(`The length of input n (${n2.length}) does not match the number of dimensions in input x (${x.rank})`);
+    throw new ValueError(`The length of input n (${n.length}) does not match the number of dimensions in input x (${x.rank})`);
   }
-  return tile(x, n2);
+  return tile(x, n);
 }
 function randomNormal2(shape, mean5 = 0, stddev = 1, dtype, seed) {
   return randomNormal(shape, mean5, stddev, dtype, seed);
@@ -21055,10 +21055,10 @@ var History = class extends BaseCallback {
       }
     }
     const values = await Promise.all(promises);
-    for (let n2 = 0; n2 < values.length; ++n2) {
+    for (let n = 0; n < values.length; ++n) {
-      const tensorToDispose = this.history[keys[n2]][indices[n2]];
+      const tensorToDispose = this.history[keys[n]][indices[n]];
       tensorToDispose.dispose();
-      this.history[keys[n2]][indices[n2]] = values[n2][0];
+      this.history[keys[n]][indices[n]] = values[n][0];
     }
   }
 };
@@ -22906,7 +22906,7 @@ async function fitDataset(model22, dataset, args) {
     const outLabels = model22.getDedupedMetricsNames();
     let callbackMetrics;
     if (doValidation) {
-      callbackMetrics = outLabels.slice().concat(outLabels.map((n2) => "val_" + n2));
+      callbackMetrics = outLabels.slice().concat(outLabels.map((n) => "val_" + n));
     } else {
       callbackMetrics = outLabels.slice();
     }
@@ -23253,7 +23253,7 @@ async function fitTensors(model22, x, y, args = {}) {
     if (doValidation) {
       model22.makeTestFunction();
       valFunction = model22.testFunction;
-      callbackMetrics = outLabels.slice().concat(outLabels.map((n2) => "val_" + n2));
+      callbackMetrics = outLabels.slice().concat(outLabels.map((n) => "val_" + n));
     } else {
       valFunction = null;
       valIns = [];
@@ -24933,17 +24933,17 @@ var Softmax3 = class extends Layer {
 };
 Softmax3.className = "Softmax";
 serialization_exports.registerClass(Softmax3);
-function normalizeArray(value, n2, name) {
+function normalizeArray(value, n, name) {
   if (typeof value === "number") {
-    return pyListRepeat(value, n2);
+    return pyListRepeat(value, n);
   } else {
-    if (value.length !== n2) {
+    if (value.length !== n) {
-      throw new ValueError(`The ${name} argument must be an integer or tuple of ${n2} integers. Received: ${value.length} elements.`);
+      throw new ValueError(`The ${name} argument must be an integer or tuple of ${n} integers. Received: ${value.length} elements.`);
     }
-    for (let i = 0; i < n2; ++i) {
+    for (let i = 0; i < n; ++i) {
       const singleValue = value[i];
       if (!isInteger(singleValue)) {
-        throw new ValueError(`The ${name} argument must be an integer or tuple of ${n2} integers. Received: ${JSON.stringify(value)} including a non-integer number ${singleValue}`);
+        throw new ValueError(`The ${name} argument must be an integer or tuple of ${n} integers. Received: ${JSON.stringify(value)} including a non-integer number ${singleValue}`);
       }
     }
     return value;
@@ -34738,10 +34738,10 @@ var executeOp15 = (node2, tensorMap, context) => {
   switch (node2.op) {
     case "ConcatV2":
     case "Concat": {
-      const n2 = getParamValue("n", node2, tensorMap, context);
+      const n = getParamValue("n", node2, tensorMap, context);
       const axis = getParamValue("axis", node2, tensorMap, context);
       let inputs = getParamValue("tensors", node2, tensorMap, context);
-      inputs = inputs.slice(0, n2);
+      inputs = inputs.slice(0, n);
       return [concat(inputs, axis)];
     }
     case "Gather": {
@@ -35306,7 +35306,7 @@ var GraphExecutor = class {
       throw new Error(`This execution contains the node '${dynamicNode.name}', which has the dynamic op '${dynamicNode.op}'. Please use model.executeAsync() instead. Alternatively, to avoid the dynamic ops, specify the inputs [${syncInputs}]`);
     }
     if (missingInputs.length > 0) {
-      const outNames = outputs.map((n2) => n2.name);
+      const outNames = outputs.map((n) => n.name);
       const inNames = Object.keys(inputs);
       throw new Error(`Cannot compute the outputs [${outNames}] from the provided inputs [${inNames}]. Missing the following inputs: [${missingInputs}]`);
     }
@@ -38666,8 +38666,8 @@ var StringNGramsOp = class {
       const dataStartIndex = splitIndex + (leftPadding > 0 ? 0 : nGramIndex - padWidth);
       let nGramSize = 0;
       nGramSize += leftPadding * this.leftPad.length;
-      for (let n2 = 0; n2 < numTokens; ++n2) {
+      for (let n = 0; n < numTokens; ++n) {
-        nGramSize += data[dataStartIndex + n2].length;
+        nGramSize += data[dataStartIndex + n].length;
       }
       nGramSize += rightPadding * this.rightPad.length;
       const numSeparators = leftPadding + rightPadding + numTokens - 1;
@@ -38676,22 +38676,22 @@ var StringNGramsOp = class {
       const nGram = output[outputStartIndex + nGramIndex];
       let nextNGramIndex = 0;
       const appendToNGram = (str) => str.forEach((value) => nGram[nextNGramIndex++] = value);
-      for (let n2 = 0; n2 < leftPadding; ++n2) {
+      for (let n = 0; n < leftPadding; ++n) {
         appendToNGram(this.leftPad);
         appendToNGram(this.separator);
       }
-      for (let n2 = 0; n2 < numTokens - 1; ++n2) {
+      for (let n = 0; n < numTokens - 1; ++n) {
-        appendToNGram(data[dataStartIndex + n2]);
+        appendToNGram(data[dataStartIndex + n]);
         appendToNGram(this.separator);
       }
       if (numTokens > 0) {
         appendToNGram(data[dataStartIndex + numTokens - 1]);
-        for (let n2 = 0; n2 < rightPadding; ++n2) {
+        for (let n = 0; n < rightPadding; ++n) {
           appendToNGram(this.separator);
           appendToNGram(this.rightPad);
         }
       } else {
-        for (let n2 = 0; n2 < rightPadding - 1; ++n2) {
+        for (let n = 0; n < rightPadding - 1; ++n) {
           appendToNGram(this.rightPad);
           appendToNGram(this.separator);
         }
@@ -38872,13 +38872,13 @@ var comparePair = (a, b) => {
 function select(array2, k, left = 0, right = array2.length - 1) {
   while (right > left) {
     if (right - left > 600) {
-      const n2 = right - left + 1;
+      const n = right - left + 1;
       const i2 = k - left + 1;
-      const z = Math.log(n2);
+      const z = Math.log(n);
       const s = 0.5 * Math.exp(2 * z / 3);
-      const sd = 0.5 * Math.sqrt(z * s * (n2 - s) / n2) * Math.sign(i2 - n2 / 2);
+      const sd = 0.5 * Math.sqrt(z * s * (n - s) / n) * Math.sign(i2 - n / 2);
-      const newLeft = Math.max(left, Math.floor(k - i2 * s / n2 + sd));
+      const newLeft = Math.max(left, Math.floor(k - i2 * s / n + sd));
-      const newRight = Math.min(right, Math.floor(k + (n2 - i2) * s / n2 + sd));
+      const newRight = Math.min(right, Math.floor(k + (n - i2) * s / n + sd));
       select(array2, k, newLeft, newRight);
     }
     const t = array2[k];
@@ -38967,8 +38967,8 @@ function uniqueImpl(values, axis, shape, dtype) {
     } else {
       const axisValues = [];
       for (let m = 0; m < newShape[0]; m++) {
-        for (let n2 = 0; n2 < newShape[2]; n2++) {
+        for (let n = 0; n < newShape[2]; n++) {
-          axisValues.push(inputBuffer.get(m, i, n2));
+          axisValues.push(inputBuffer.get(m, i, n));
         }
       }
       element = axisValues.join(",");
@@ -38987,8 +38987,8 @@ function uniqueImpl(values, axis, shape, dtype) {
   const outputBuffer = new TensorBuffer(outputTmpShape, dtype);
   uniqueIndices.forEach((uniqueElementIndex, i) => {
     for (let m = 0; m < newShape[0]; m++) {
-      for (let n2 = 0; n2 < newShape[2]; n2++) {
+      for (let n = 0; n < newShape[2]; n++) {
-        outputBuffer.set(inputBuffer.get(m, uniqueElementIndex, n2), m, i, n2);
+        outputBuffer.set(inputBuffer.get(m, uniqueElementIndex, n), m, i, n);
       }
     }
   });
@@ -44037,8 +44037,8 @@ function getTextureShapeFromLogicalShape(logShape, isPacked = false) {
     return util_exports.sizeToSquarishShape(size2);
   }
 }
-function isEven(n2) {
+function isEven(n) {
-  return n2 % 2 === 0;
+  return n % 2 === 0;
 }
 function isReshapeFree(shape1, shape2) {
   shape1 = shape1.slice(-2);
@@ -67727,7 +67727,7 @@ var version92 = {
 };
 
 // package.json
-var version6 = "2.3.1";
+var version6 = "2.3.2";
 
 // src/image/imagefx.ts
 function GLProgram(gl, vertexSource, fragmentSource) {
@@ -68527,6 +68527,7 @@ async function set(obj) {
 var maxSize = 2048;
 var inCanvas = null;
 var outCanvas = null;
+var tmpCanvas = null;
 var fx;
 function canvas(width, height) {
   let c;
@@ -68564,12 +68565,13 @@ function process2(input2, config3, getTensor2 = true) {
     throw new Error("input type is not recognized");
   }
   if (input2 instanceof Tensor) {
-    if (input2["isDisposedInternal"])
+    if (input2["isDisposedInternal"]) {
       throw new Error("input tensor is disposed");
-    else if (!input2.shape || input2.shape.length !== 4 || input2.shape[0] !== 1 || input2.shape[3] !== 3)
+    } else if (!input2.shape || input2.shape.length !== 4 || input2.shape[0] !== 1 || input2.shape[3] !== 3) {
-      throw new Error(`input tensor shape must be [1, height, width, 3] and instead was ${input2.shape}`);
+      throw new Error(`input tensor shape must be [1, height, width, 3] and instead was ${input2["shape"]}`);
-    else
+    } else {
       return { tensor: clone(input2), canvas: config3.filter.return ? outCanvas : null };
+    }
   } else {
     if (typeof input2["readyState"] !== "undefined" && input2["readyState"] <= 2) {
       if (config3.debug)
@@ -68670,22 +68672,24 @@ function process2(input2, config3, getTensor2 = true) {
         pixels = browser_exports ? browser_exports.fromPixels(input2) : null;
       } else {
         depth = input2["data"].length / input2["height"] / input2["width"];
-        const arr = new Uint8Array(input2["data"]["buffer"]);
+        const arr = Uint8Array.from(input2["data"]);
         pixels = tensor(arr, [input2["height"], input2["width"], depth], "float32");
       }
     } else {
+      if (!tmpCanvas || outCanvas.width !== tmpCanvas.width || (outCanvas == null ? void 0 : outCanvas.height) !== (tmpCanvas == null ? void 0 : tmpCanvas.height))
+        tmpCanvas = canvas(outCanvas.width, outCanvas.height);
       if (browser_exports && env2.browser) {
         if (config3.backend === "webgl" || config3.backend === "humangl" || config3.backend === "webgpu") {
           pixels = browser_exports.fromPixels(outCanvas);
         } else {
-          const tempCanvas = copy(outCanvas);
+          tmpCanvas = copy(outCanvas);
-          pixels = browser_exports.fromPixels(tempCanvas);
+          pixels = browser_exports.fromPixels(tmpCanvas);
         }
       } else {
         const tempCanvas = copy(outCanvas);
         const tempCtx = tempCanvas.getContext("2d");
         const tempData = tempCtx.getImageData(0, 0, targetWidth, targetHeight);
-        depth = input2["data"].length / targetWidth / targetHeight;
+        depth = tempData.data.length / targetWidth / targetHeight;
         const arr = new Uint8Array(tempData.data.buffer);
         pixels = tensor(arr, [targetWidth, targetHeight, depth]);
       }
@@ -72126,7 +72130,7 @@ function generateAnchors(inputSize8) {
       const anchorY = stride * (gridY + 0.5);
       for (let gridX = 0; gridX < gridCols; gridX++) {
         const anchorX = stride * (gridX + 0.5);
-        for (let n2 = 0; n2 < anchorsNum; n2++)
+        for (let n = 0; n < anchorsNum; n++)
           anchors4.push([anchorX, anchorY]);
       }
     }
@@ -72151,8 +72155,8 @@ function transformRawCoords(rawCoords, box5, angle, rotationMatrix, inputSize8)
   ]);
 }
 function correctFaceRotation(box5, input2, inputSize8) {
-  const [indexOfMouth, indexOfForehead] = box5.landmarks.length >= meshLandmarks.count ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine;
+  const symmetryLine = box5.landmarks.length >= meshLandmarks.count ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine;
-  const angle = computeRotation(box5.landmarks[indexOfMouth], box5.landmarks[indexOfForehead]);
+  const angle = computeRotation(box5.landmarks[symmetryLine[0]], box5.landmarks[symmetryLine[1]]);
   const faceCenter = getBoxCenter({ startPoint: box5.startPoint, endPoint: box5.endPoint });
   const faceCenterNormalized = [faceCenter[0] / input2.shape[2], faceCenter[1] / input2.shape[1]];
   const rotated = image.rotateWithOffset(input2, angle, 0, faceCenterNormalized);
@@ -76794,9 +76798,10 @@ var models = [null, null];
 var modelOutputNodes = ["StatefulPartitionedCall/Postprocessor/Slice", "StatefulPartitionedCall/Postprocessor/ExpandDims_1"];
 var inputSize4 = [[0, 0], [0, 0]];
 var classes = ["hand", "fist", "pinch", "point", "face", "tip", "pinchtip"];
+var faceIndex = 4;
 var boxExpandFact = 1.6;
 var maxDetectorResolution = 512;
-var detectorExpandFact = 1.2;
+var detectorExpandFact = 1.4;
 var skipped4 = 0;
 var outputSize = [0, 0];
 var cache = {
@@ -76860,9 +76865,10 @@ async function detectHands(input2, config3) {
   t.boxes = squeeze(t.rawBoxes, [0, 2]);
   t.scores = squeeze(t.rawScores, [0]);
   const classScores = unstack(t.scores, 1);
-  classScores.splice(4, 1);
+  dispose(classScores[faceIndex]);
+  classScores.splice(faceIndex, 1);
   t.filtered = stack(classScores, 1);
-  dispose(...classScores);
+  dispose(classScores);
   t.max = max(t.filtered, 1);
   t.argmax = argMax(t.filtered, 1);
   let id = 0;
@@ -76872,12 +76878,12 @@ async function detectHands(input2, config3) {
   const classNum = await t.argmax.data();
   for (const nmsIndex of Array.from(nms)) {
     const boxSlice = slice(t.boxes, nmsIndex, 1);
-    const boxData = await boxSlice.data();
+    const boxYX = await boxSlice.data();
     dispose(boxSlice);
-    const boxSquareSize = Math.max(boxData[3] - boxData[1], boxData[2] - boxData[0]);
+    const boxData = [boxYX[1], boxYX[0], boxYX[3] - boxYX[1], boxYX[2] - boxYX[0]];
-    const boxRaw = scale2([boxData[1], boxData[0], boxSquareSize, boxSquareSize], detectorExpandFact);
+    const boxRaw = scale2(boxData, detectorExpandFact);
     const boxCrop = crop(boxRaw);
-    const boxFull = [Math.trunc(boxData[1] * outputSize[0]), Math.trunc(boxData[0] * outputSize[1]), Math.trunc((boxData[3] - boxData[1]) * outputSize[0]), Math.trunc((boxData[2] - boxData[0]) * outputSize[1])];
+    const boxFull = [Math.trunc(boxData[0] * outputSize[0]), Math.trunc(boxData[1] * outputSize[1]), Math.trunc(boxData[2] * outputSize[0]), Math.trunc(boxData[3] * outputSize[1])];
     const score = scores[nmsIndex];
     const label = classes[classNum[nmsIndex]];
     const hand3 = { id: id++, score, box: boxFull, boxRaw, boxCrop, label };
@@ -76916,10 +76922,9 @@ async function detectFingers(input2, h, config3) {
       const coordsData = await t.reshaped.array();
       const coordsRaw = coordsData.map((kpt4) => [kpt4[0] / inputSize4[1][1], kpt4[1] / inputSize4[1][0], kpt4[2] || 0]);
       const coordsNorm = coordsRaw.map((kpt4) => [kpt4[0] * h.boxRaw[2], kpt4[1] * h.boxRaw[3], kpt4[2] || 0]);
-      console.log(outputSize, h.box);
       hand3.keypoints = coordsNorm.map((kpt4) => [
-        outputSize[0] * kpt4[0] + h.box[0],
+        outputSize[0] * (kpt4[0] + h.boxRaw[0]),
-        outputSize[1] * kpt4[1] + h.box[1],
+        outputSize[1] * (kpt4[1] + h.boxRaw[1]),
         kpt4[2] || 0
       ]);
       hand3.landmarks = analyze(hand3.keypoints);
@@ -76931,28 +76936,21 @@ async function detectFingers(input2, h, config3) {
   }
   return hand3;
 }
-var n = 0;
 async function predict6(input2, config3) {
   var _a, _b;
-  n++;
   if (!models[0] || !models[1] || !((_a = models[0]) == null ? void 0 : _a.inputs[0].shape) || !((_b = models[1]) == null ? void 0 : _b.inputs[0].shape))
     return [];
   outputSize = [input2.shape[2] || 0, input2.shape[1] || 0];
   skipped4++;
   if (config3.skipFrame && skipped4 <= (config3.hand.skipFrames || 0)) {
-    console.log(n, "SKIP", { results: cache.hands.length });
     return cache.hands;
   }
   return new Promise(async (resolve) => {
-    console.log(n, "DETECT", { skipped: skipped4, hands: cache.hands.length, boxes: cache.boxes.length });
+    if (config3.skipFrame && skipped4 < 5 * (config3.hand.skipFrames || 0) && cache.hands.length > 0) {
-    if (config3.skipFrame && skipped4 <= 10 * (config3.hand.skipFrames || 0) && cache.hands.length > 0) {
       cache.hands = await Promise.all(cache.boxes.map((handBox) => detectFingers(input2, handBox, config3)));
-      console.log(n, "HANDS", { hands: cache.hands.length });
     } else {
       cache.boxes = await detectHands(input2, config3);
-      console.log(n, "BOXES", { hands: cache.boxes.length });
       cache.hands = await Promise.all(cache.boxes.map((handBox) => detectFingers(input2, handBox, config3)));
-      console.log(n, "HANDS", { hands: cache.hands.length });
       skipped4 = 0;
     }
     const oldCache = [...cache.boxes];
@@ -76967,7 +76965,6 @@ async function predict6(input2, config3) {
           cache.boxes.push({ ...oldCache[i], box: boxScale, boxRaw: boxScaleRaw, boxCrop });
         }
       }
-      console.log(n, "CACHED", { hands: cache.boxes.length });
     }
     resolve(cache.hands);
   });

dist/human.node-gpu.js

@@ -221,8 +221,8 @@ var config = {
   hand: {
     enabled: true,
     rotation: true,
-    skipFrames: 1,
+    skipFrames: 2,
-    minConfidence: 0.55,
+    minConfidence: 0.5,
     iouThreshold: 0.2,
     maxDetected: -1,
     landmarks: true,
@@ -252,7 +252,7 @@ var config = {
 var tf26 = __toModule(require_tfjs_esm());
 
 // package.json
-var version = "2.3.1";
+var version = "2.3.2";
 
 // src/tfjs/humangl.ts
 var tf22 = __toModule(require_tfjs_esm());
@@ -1059,6 +1059,7 @@ async function set(obj) {
 var maxSize = 2048;
 var inCanvas = null;
 var outCanvas = null;
+var tmpCanvas = null;
 var fx;
 function canvas(width, height) {
   let c;
@@ -1096,12 +1097,13 @@ function process2(input, config3, getTensor = true) {
     throw new Error("input type is not recognized");
   }
   if (input instanceof tf2.Tensor) {
-    if (input["isDisposedInternal"])
+    if (input["isDisposedInternal"]) {
       throw new Error("input tensor is disposed");
-    else if (!input.shape || input.shape.length !== 4 || input.shape[0] !== 1 || input.shape[3] !== 3)
+    } else if (!input.shape || input.shape.length !== 4 || input.shape[0] !== 1 || input.shape[3] !== 3) {
-      throw new Error(`input tensor shape must be [1, height, width, 3] and instead was ${input.shape}`);
+      throw new Error(`input tensor shape must be [1, height, width, 3] and instead was ${input["shape"]}`);
-    else
+    } else {
       return { tensor: tf2.clone(input), canvas: config3.filter.return ? outCanvas : null };
+    }
   } else {
     if (typeof input["readyState"] !== "undefined" && input["readyState"] <= 2) {
       if (config3.debug)
@@ -1202,22 +1204,24 @@ function process2(input, config3, getTensor = true) {
         pixels = tf2.browser ? tf2.browser.fromPixels(input) : null;
       } else {
         depth = input["data"].length / input["height"] / input["width"];
-        const arr = new Uint8Array(input["data"]["buffer"]);
+        const arr = Uint8Array.from(input["data"]);
         pixels = tf2.tensor(arr, [input["height"], input["width"], depth], "float32");
       }
     } else {
+      if (!tmpCanvas || outCanvas.width !== tmpCanvas.width || (outCanvas == null ? void 0 : outCanvas.height) !== (tmpCanvas == null ? void 0 : tmpCanvas.height))
+        tmpCanvas = canvas(outCanvas.width, outCanvas.height);
       if (tf2.browser && env2.browser) {
         if (config3.backend === "webgl" || config3.backend === "humangl" || config3.backend === "webgpu") {
           pixels = tf2.browser.fromPixels(outCanvas);
         } else {
-          const tempCanvas = copy(outCanvas);
+          tmpCanvas = copy(outCanvas);
-          pixels = tf2.browser.fromPixels(tempCanvas);
+          pixels = tf2.browser.fromPixels(tmpCanvas);
         }
       } else {
         const tempCanvas = copy(outCanvas);
         const tempCtx = tempCanvas.getContext("2d");
         const tempData = tempCtx.getImageData(0, 0, targetWidth, targetHeight);
-        depth = input["data"].length / targetWidth / targetHeight;
+        depth = tempData.data.length / targetWidth / targetHeight;
         const arr = new Uint8Array(tempData.data.buffer);
         pixels = tf2.tensor(arr, [targetWidth, targetHeight, depth]);
       }
@@ -4664,7 +4668,7 @@ function generateAnchors(inputSize8) {
       const anchorY = stride * (gridY + 0.5);
       for (let gridX = 0; gridX < gridCols; gridX++) {
         const anchorX = stride * (gridX + 0.5);
-        for (let n2 = 0; n2 < anchorsNum; n2++)
+        for (let n = 0; n < anchorsNum; n++)
           anchors4.push([anchorX, anchorY]);
       }
     }
@@ -4689,8 +4693,8 @@ function transformRawCoords(rawCoords, box5, angle, rotationMatrix, inputSize8)
   ]);
 }
 function correctFaceRotation(box5, input, inputSize8) {
-  const [indexOfMouth, indexOfForehead] = box5.landmarks.length >= meshLandmarks.count ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine;
+  const symmetryLine = box5.landmarks.length >= meshLandmarks.count ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine;
-  const angle = computeRotation(box5.landmarks[indexOfMouth], box5.landmarks[indexOfForehead]);
+  const angle = computeRotation(box5.landmarks[symmetryLine[0]], box5.landmarks[symmetryLine[1]]);
   const faceCenter = getBoxCenter({ startPoint: box5.startPoint, endPoint: box5.endPoint });
   const faceCenterNormalized = [faceCenter[0] / input.shape[2], faceCenter[1] / input.shape[1]];
   const rotated = tf3.image.rotateWithOffset(input, angle, 0, faceCenterNormalized);
@@ -9352,9 +9356,10 @@ var models = [null, null];
 var modelOutputNodes = ["StatefulPartitionedCall/Postprocessor/Slice", "StatefulPartitionedCall/Postprocessor/ExpandDims_1"];
 var inputSize4 = [[0, 0], [0, 0]];
 var classes = ["hand", "fist", "pinch", "point", "face", "tip", "pinchtip"];
+var faceIndex = 4;
 var boxExpandFact = 1.6;
 var maxDetectorResolution = 512;
-var detectorExpandFact = 1.2;
+var detectorExpandFact = 1.4;
 var skipped4 = 0;
 var outputSize = [0, 0];
 var cache = {
@@ -9418,9 +9423,10 @@ async function detectHands(input, config3) {
   t.boxes = tf14.squeeze(t.rawBoxes, [0, 2]);
   t.scores = tf14.squeeze(t.rawScores, [0]);
   const classScores = tf14.unstack(t.scores, 1);
-  classScores.splice(4, 1);
+  tf14.dispose(classScores[faceIndex]);
+  classScores.splice(faceIndex, 1);
   t.filtered = tf14.stack(classScores, 1);
-  tf14.dispose(...classScores);
+  tf14.dispose(classScores);
   t.max = tf14.max(t.filtered, 1);
   t.argmax = tf14.argMax(t.filtered, 1);
   let id = 0;
@@ -9430,12 +9436,12 @@ async function detectHands(input, config3) {
   const classNum = await t.argmax.data();
   for (const nmsIndex of Array.from(nms)) {
     const boxSlice = tf14.slice(t.boxes, nmsIndex, 1);
-    const boxData = await boxSlice.data();
+    const boxYX = await boxSlice.data();
     tf14.dispose(boxSlice);
-    const boxSquareSize = Math.max(boxData[3] - boxData[1], boxData[2] - boxData[0]);
+    const boxData = [boxYX[1], boxYX[0], boxYX[3] - boxYX[1], boxYX[2] - boxYX[0]];
-    const boxRaw = scale([boxData[1], boxData[0], boxSquareSize, boxSquareSize], detectorExpandFact);
+    const boxRaw = scale(boxData, detectorExpandFact);
     const boxCrop = crop(boxRaw);
-    const boxFull = [Math.trunc(boxData[1] * outputSize[0]), Math.trunc(boxData[0] * outputSize[1]), Math.trunc((boxData[3] - boxData[1]) * outputSize[0]), Math.trunc((boxData[2] - boxData[0]) * outputSize[1])];
+    const boxFull = [Math.trunc(boxData[0] * outputSize[0]), Math.trunc(boxData[1] * outputSize[1]), Math.trunc(boxData[2] * outputSize[0]), Math.trunc(boxData[3] * outputSize[1])];
     const score = scores[nmsIndex];
     const label = classes[classNum[nmsIndex]];
     const hand3 = { id: id++, score, box: boxFull, boxRaw, boxCrop, label };
@@ -9474,10 +9480,9 @@ async function detectFingers(input, h, config3) {
       const coordsData = await t.reshaped.array();
       const coordsRaw = coordsData.map((kpt4) => [kpt4[0] / inputSize4[1][1], kpt4[1] / inputSize4[1][0], kpt4[2] || 0]);
       const coordsNorm = coordsRaw.map((kpt4) => [kpt4[0] * h.boxRaw[2], kpt4[1] * h.boxRaw[3], kpt4[2] || 0]);
-      console.log(outputSize, h.box);
       hand3.keypoints = coordsNorm.map((kpt4) => [
-        outputSize[0] * kpt4[0] + h.box[0],
+        outputSize[0] * (kpt4[0] + h.boxRaw[0]),
-        outputSize[1] * kpt4[1] + h.box[1],
+        outputSize[1] * (kpt4[1] + h.boxRaw[1]),
         kpt4[2] || 0
       ]);
       hand3.landmarks = analyze(hand3.keypoints);
@@ -9489,28 +9494,21 @@ async function detectFingers(input, h, config3) {
   }
   return hand3;
 }
-var n = 0;
 async function predict6(input, config3) {
   var _a, _b;
-  n++;
   if (!models[0] || !models[1] || !((_a = models[0]) == null ? void 0 : _a.inputs[0].shape) || !((_b = models[1]) == null ? void 0 : _b.inputs[0].shape))
     return [];
   outputSize = [input.shape[2] || 0, input.shape[1] || 0];
   skipped4++;
   if (config3.skipFrame && skipped4 <= (config3.hand.skipFrames || 0)) {
-    console.log(n, "SKIP", { results: cache.hands.length });
     return cache.hands;
   }
   return new Promise(async (resolve) => {
-    console.log(n, "DETECT", { skipped: skipped4, hands: cache.hands.length, boxes: cache.boxes.length });
+    if (config3.skipFrame && skipped4 < 5 * (config3.hand.skipFrames || 0) && cache.hands.length > 0) {
-    if (config3.skipFrame && skipped4 <= 10 * (config3.hand.skipFrames || 0) && cache.hands.length > 0) {
       cache.hands = await Promise.all(cache.boxes.map((handBox) => detectFingers(input, handBox, config3)));
-      console.log(n, "HANDS", { hands: cache.hands.length });
     } else {
       cache.boxes = await detectHands(input, config3);
-      console.log(n, "BOXES", { hands: cache.boxes.length });
       cache.hands = await Promise.all(cache.boxes.map((handBox) => detectFingers(input, handBox, config3)));
-      console.log(n, "HANDS", { hands: cache.hands.length });
       skipped4 = 0;
     }
     const oldCache = [...cache.boxes];
@@ -9525,7 +9523,6 @@ async function predict6(input, config3) {
           cache.boxes.push({ ...oldCache[i], box: boxScale, boxRaw: boxScaleRaw, boxCrop });
         }
       }
-      console.log(n, "CACHED", { hands: cache.boxes.length });
     }
     resolve(cache.hands);
   });

dist/human.node-wasm.js

@@ -222,8 +222,8 @@ var config = {
   hand: {
     enabled: true,
     rotation: true,
-    skipFrames: 1,
+    skipFrames: 2,
-    minConfidence: 0.55,
+    minConfidence: 0.5,
     iouThreshold: 0.2,
     maxDetected: -1,
     landmarks: true,
@@ -253,7 +253,7 @@ var config = {
 var tf26 = __toModule(require_tfjs_esm());
 
 // package.json
-var version = "2.3.1";
+var version = "2.3.2";
 
 // src/tfjs/humangl.ts
 var tf22 = __toModule(require_tfjs_esm());
@@ -1060,6 +1060,7 @@ async function set(obj) {
 var maxSize = 2048;
 var inCanvas = null;
 var outCanvas = null;
+var tmpCanvas = null;
 var fx;
 function canvas(width, height) {
   let c;
@@ -1097,12 +1098,13 @@ function process2(input, config3, getTensor = true) {
     throw new Error("input type is not recognized");
   }
   if (input instanceof tf2.Tensor) {
-    if (input["isDisposedInternal"])
+    if (input["isDisposedInternal"]) {
       throw new Error("input tensor is disposed");
-    else if (!input.shape || input.shape.length !== 4 || input.shape[0] !== 1 || input.shape[3] !== 3)
+    } else if (!input.shape || input.shape.length !== 4 || input.shape[0] !== 1 || input.shape[3] !== 3) {
-      throw new Error(`input tensor shape must be [1, height, width, 3] and instead was ${input.shape}`);
+      throw new Error(`input tensor shape must be [1, height, width, 3] and instead was ${input["shape"]}`);
-    else
+    } else {
       return { tensor: tf2.clone(input), canvas: config3.filter.return ? outCanvas : null };
+    }
   } else {
     if (typeof input["readyState"] !== "undefined" && input["readyState"] <= 2) {
       if (config3.debug)
@@ -1203,22 +1205,24 @@ function process2(input, config3, getTensor = true) {
         pixels = tf2.browser ? tf2.browser.fromPixels(input) : null;
       } else {
         depth = input["data"].length / input["height"] / input["width"];
-        const arr = new Uint8Array(input["data"]["buffer"]);
+        const arr = Uint8Array.from(input["data"]);
         pixels = tf2.tensor(arr, [input["height"], input["width"], depth], "float32");
       }
     } else {
+      if (!tmpCanvas || outCanvas.width !== tmpCanvas.width || (outCanvas == null ? void 0 : outCanvas.height) !== (tmpCanvas == null ? void 0 : tmpCanvas.height))
+        tmpCanvas = canvas(outCanvas.width, outCanvas.height);
       if (tf2.browser && env2.browser) {
         if (config3.backend === "webgl" || config3.backend === "humangl" || config3.backend === "webgpu") {
           pixels = tf2.browser.fromPixels(outCanvas);
         } else {
-          const tempCanvas = copy(outCanvas);
+          tmpCanvas = copy(outCanvas);
-          pixels = tf2.browser.fromPixels(tempCanvas);
+          pixels = tf2.browser.fromPixels(tmpCanvas);
         }
       } else {
         const tempCanvas = copy(outCanvas);
         const tempCtx = tempCanvas.getContext("2d");
         const tempData = tempCtx.getImageData(0, 0, targetWidth, targetHeight);
-        depth = input["data"].length / targetWidth / targetHeight;
+        depth = tempData.data.length / targetWidth / targetHeight;
         const arr = new Uint8Array(tempData.data.buffer);
         pixels = tf2.tensor(arr, [targetWidth, targetHeight, depth]);
       }
@@ -4665,7 +4669,7 @@ function generateAnchors(inputSize8) {
       const anchorY = stride * (gridY + 0.5);
       for (let gridX = 0; gridX < gridCols; gridX++) {
         const anchorX = stride * (gridX + 0.5);
-        for (let n2 = 0; n2 < anchorsNum; n2++)
+        for (let n = 0; n < anchorsNum; n++)
           anchors4.push([anchorX, anchorY]);
       }
     }
@@ -4690,8 +4694,8 @@ function transformRawCoords(rawCoords, box5, angle, rotationMatrix, inputSize8)
   ]);
 }
 function correctFaceRotation(box5, input, inputSize8) {
-  const [indexOfMouth, indexOfForehead] = box5.landmarks.length >= meshLandmarks.count ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine;
+  const symmetryLine = box5.landmarks.length >= meshLandmarks.count ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine;
-  const angle = computeRotation(box5.landmarks[indexOfMouth], box5.landmarks[indexOfForehead]);
+  const angle = computeRotation(box5.landmarks[symmetryLine[0]], box5.landmarks[symmetryLine[1]]);
   const faceCenter = getBoxCenter({ startPoint: box5.startPoint, endPoint: box5.endPoint });
   const faceCenterNormalized = [faceCenter[0] / input.shape[2], faceCenter[1] / input.shape[1]];
   const rotated = tf3.image.rotateWithOffset(input, angle, 0, faceCenterNormalized);
@@ -9353,9 +9357,10 @@ var models = [null, null];
 var modelOutputNodes = ["StatefulPartitionedCall/Postprocessor/Slice", "StatefulPartitionedCall/Postprocessor/ExpandDims_1"];
 var inputSize4 = [[0, 0], [0, 0]];
 var classes = ["hand", "fist", "pinch", "point", "face", "tip", "pinchtip"];
+var faceIndex = 4;
 var boxExpandFact = 1.6;
 var maxDetectorResolution = 512;
-var detectorExpandFact = 1.2;
+var detectorExpandFact = 1.4;
 var skipped4 = 0;
 var outputSize = [0, 0];
 var cache = {
@@ -9419,9 +9424,10 @@ async function detectHands(input, config3) {
   t.boxes = tf14.squeeze(t.rawBoxes, [0, 2]);
   t.scores = tf14.squeeze(t.rawScores, [0]);
   const classScores = tf14.unstack(t.scores, 1);
-  classScores.splice(4, 1);
+  tf14.dispose(classScores[faceIndex]);
+  classScores.splice(faceIndex, 1);
   t.filtered = tf14.stack(classScores, 1);
-  tf14.dispose(...classScores);
+  tf14.dispose(classScores);
   t.max = tf14.max(t.filtered, 1);
   t.argmax = tf14.argMax(t.filtered, 1);
   let id = 0;
@@ -9431,12 +9437,12 @@ async function detectHands(input, config3) {
   const classNum = await t.argmax.data();
   for (const nmsIndex of Array.from(nms)) {
     const boxSlice = tf14.slice(t.boxes, nmsIndex, 1);
-    const boxData = await boxSlice.data();
+    const boxYX = await boxSlice.data();
     tf14.dispose(boxSlice);
-    const boxSquareSize = Math.max(boxData[3] - boxData[1], boxData[2] - boxData[0]);
+    const boxData = [boxYX[1], boxYX[0], boxYX[3] - boxYX[1], boxYX[2] - boxYX[0]];
-    const boxRaw = scale([boxData[1], boxData[0], boxSquareSize, boxSquareSize], detectorExpandFact);
+    const boxRaw = scale(boxData, detectorExpandFact);
     const boxCrop = crop(boxRaw);
-    const boxFull = [Math.trunc(boxData[1] * outputSize[0]), Math.trunc(boxData[0] * outputSize[1]), Math.trunc((boxData[3] - boxData[1]) * outputSize[0]), Math.trunc((boxData[2] - boxData[0]) * outputSize[1])];
+    const boxFull = [Math.trunc(boxData[0] * outputSize[0]), Math.trunc(boxData[1] * outputSize[1]), Math.trunc(boxData[2] * outputSize[0]), Math.trunc(boxData[3] * outputSize[1])];
     const score = scores[nmsIndex];
     const label = classes[classNum[nmsIndex]];
     const hand3 = { id: id++, score, box: boxFull, boxRaw, boxCrop, label };
@@ -9475,10 +9481,9 @@ async function detectFingers(input, h, config3) {
       const coordsData = await t.reshaped.array();
       const coordsRaw = coordsData.map((kpt4) => [kpt4[0] / inputSize4[1][1], kpt4[1] / inputSize4[1][0], kpt4[2] || 0]);
       const coordsNorm = coordsRaw.map((kpt4) => [kpt4[0] * h.boxRaw[2], kpt4[1] * h.boxRaw[3], kpt4[2] || 0]);
-      console.log(outputSize, h.box);
       hand3.keypoints = coordsNorm.map((kpt4) => [
-        outputSize[0] * kpt4[0] + h.box[0],
+        outputSize[0] * (kpt4[0] + h.boxRaw[0]),
-        outputSize[1] * kpt4[1] + h.box[1],
+        outputSize[1] * (kpt4[1] + h.boxRaw[1]),
         kpt4[2] || 0
       ]);
       hand3.landmarks = analyze(hand3.keypoints);
@@ -9490,28 +9495,21 @@ async function detectFingers(input, h, config3) {
   }
   return hand3;
 }
-var n = 0;
 async function predict6(input, config3) {
   var _a, _b;
-  n++;
   if (!models[0] || !models[1] || !((_a = models[0]) == null ? void 0 : _a.inputs[0].shape) || !((_b = models[1]) == null ? void 0 : _b.inputs[0].shape))
     return [];
   outputSize = [input.shape[2] || 0, input.shape[1] || 0];
   skipped4++;
   if (config3.skipFrame && skipped4 <= (config3.hand.skipFrames || 0)) {
-    console.log(n, "SKIP", { results: cache.hands.length });
     return cache.hands;
   }
   return new Promise(async (resolve) => {
-    console.log(n, "DETECT", { skipped: skipped4, hands: cache.hands.length, boxes: cache.boxes.length });
+    if (config3.skipFrame && skipped4 < 5 * (config3.hand.skipFrames || 0) && cache.hands.length > 0) {
-    if (config3.skipFrame && skipped4 <= 10 * (config3.hand.skipFrames || 0) && cache.hands.length > 0) {
       cache.hands = await Promise.all(cache.boxes.map((handBox) => detectFingers(input, handBox, config3)));
-      console.log(n, "HANDS", { hands: cache.hands.length });
     } else {
       cache.boxes = await detectHands(input, config3);
-      console.log(n, "BOXES", { hands: cache.boxes.length });
       cache.hands = await Promise.all(cache.boxes.map((handBox) => detectFingers(input, handBox, config3)));
-      console.log(n, "HANDS", { hands: cache.hands.length });
       skipped4 = 0;
     }
     const oldCache = [...cache.boxes];
@@ -9526,7 +9524,6 @@ async function predict6(input, config3) {
           cache.boxes.push({ ...oldCache[i], box: boxScale, boxRaw: boxScaleRaw, boxCrop });
         }
       }
-      console.log(n, "CACHED", { hands: cache.boxes.length });
     }
     resolve(cache.hands);
   });

dist/human.node.js

@@ -221,8 +221,8 @@ var config = {
   hand: {
     enabled: true,
     rotation: true,
-    skipFrames: 1,
+    skipFrames: 2,
-    minConfidence: 0.55,
+    minConfidence: 0.5,
     iouThreshold: 0.2,
     maxDetected: -1,
     landmarks: true,
@@ -252,7 +252,7 @@ var config = {
 var tf26 = __toModule(require_tfjs_esm());
 
 // package.json
-var version = "2.3.1";
+var version = "2.3.2";
 
 // src/tfjs/humangl.ts
 var tf22 = __toModule(require_tfjs_esm());
@@ -1059,6 +1059,7 @@ async function set(obj) {
 var maxSize = 2048;
 var inCanvas = null;
 var outCanvas = null;
+var tmpCanvas = null;
 var fx;
 function canvas(width, height) {
   let c;
@@ -1096,12 +1097,13 @@ function process2(input, config3, getTensor = true) {
     throw new Error("input type is not recognized");
   }
   if (input instanceof tf2.Tensor) {
-    if (input["isDisposedInternal"])
+    if (input["isDisposedInternal"]) {
       throw new Error("input tensor is disposed");
-    else if (!input.shape || input.shape.length !== 4 || input.shape[0] !== 1 || input.shape[3] !== 3)
+    } else if (!input.shape || input.shape.length !== 4 || input.shape[0] !== 1 || input.shape[3] !== 3) {
-      throw new Error(`input tensor shape must be [1, height, width, 3] and instead was ${input.shape}`);
+      throw new Error(`input tensor shape must be [1, height, width, 3] and instead was ${input["shape"]}`);
-    else
+    } else {
       return { tensor: tf2.clone(input), canvas: config3.filter.return ? outCanvas : null };
+    }
   } else {
     if (typeof input["readyState"] !== "undefined" && input["readyState"] <= 2) {
       if (config3.debug)
@@ -1202,22 +1204,24 @@ function process2(input, config3, getTensor = true) {
         pixels = tf2.browser ? tf2.browser.fromPixels(input) : null;
       } else {
         depth = input["data"].length / input["height"] / input["width"];
-        const arr = new Uint8Array(input["data"]["buffer"]);
+        const arr = Uint8Array.from(input["data"]);
         pixels = tf2.tensor(arr, [input["height"], input["width"], depth], "float32");
       }
     } else {
+      if (!tmpCanvas || outCanvas.width !== tmpCanvas.width || (outCanvas == null ? void 0 : outCanvas.height) !== (tmpCanvas == null ? void 0 : tmpCanvas.height))
+        tmpCanvas = canvas(outCanvas.width, outCanvas.height);
       if (tf2.browser && env2.browser) {
         if (config3.backend === "webgl" || config3.backend === "humangl" || config3.backend === "webgpu") {
           pixels = tf2.browser.fromPixels(outCanvas);
         } else {
-          const tempCanvas = copy(outCanvas);
+          tmpCanvas = copy(outCanvas);
-          pixels = tf2.browser.fromPixels(tempCanvas);
+          pixels = tf2.browser.fromPixels(tmpCanvas);
         }
       } else {
         const tempCanvas = copy(outCanvas);
         const tempCtx = tempCanvas.getContext("2d");
         const tempData = tempCtx.getImageData(0, 0, targetWidth, targetHeight);
-        depth = input["data"].length / targetWidth / targetHeight;
+        depth = tempData.data.length / targetWidth / targetHeight;
         const arr = new Uint8Array(tempData.data.buffer);
         pixels = tf2.tensor(arr, [targetWidth, targetHeight, depth]);
       }
@@ -4664,7 +4668,7 @@ function generateAnchors(inputSize8) {
       const anchorY = stride * (gridY + 0.5);
       for (let gridX = 0; gridX < gridCols; gridX++) {
         const anchorX = stride * (gridX + 0.5);
-        for (let n2 = 0; n2 < anchorsNum; n2++)
+        for (let n = 0; n < anchorsNum; n++)
           anchors4.push([anchorX, anchorY]);
       }
     }
@@ -4689,8 +4693,8 @@ function transformRawCoords(rawCoords, box5, angle, rotationMatrix, inputSize8)
   ]);
 }
 function correctFaceRotation(box5, input, inputSize8) {
-  const [indexOfMouth, indexOfForehead] = box5.landmarks.length >= meshLandmarks.count ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine;
+  const symmetryLine = box5.landmarks.length >= meshLandmarks.count ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine;
-  const angle = computeRotation(box5.landmarks[indexOfMouth], box5.landmarks[indexOfForehead]);
+  const angle = computeRotation(box5.landmarks[symmetryLine[0]], box5.landmarks[symmetryLine[1]]);
   const faceCenter = getBoxCenter({ startPoint: box5.startPoint, endPoint: box5.endPoint });
   const faceCenterNormalized = [faceCenter[0] / input.shape[2], faceCenter[1] / input.shape[1]];
   const rotated = tf3.image.rotateWithOffset(input, angle, 0, faceCenterNormalized);
@@ -9352,9 +9356,10 @@ var models = [null, null];
 var modelOutputNodes = ["StatefulPartitionedCall/Postprocessor/Slice", "StatefulPartitionedCall/Postprocessor/ExpandDims_1"];
 var inputSize4 = [[0, 0], [0, 0]];
 var classes = ["hand", "fist", "pinch", "point", "face", "tip", "pinchtip"];
+var faceIndex = 4;
 var boxExpandFact = 1.6;
 var maxDetectorResolution = 512;
-var detectorExpandFact = 1.2;
+var detectorExpandFact = 1.4;
 var skipped4 = 0;
 var outputSize = [0, 0];
 var cache = {
@@ -9418,9 +9423,10 @@ async function detectHands(input, config3) {
   t.boxes = tf14.squeeze(t.rawBoxes, [0, 2]);
   t.scores = tf14.squeeze(t.rawScores, [0]);
   const classScores = tf14.unstack(t.scores, 1);
-  classScores.splice(4, 1);
+  tf14.dispose(classScores[faceIndex]);
+  classScores.splice(faceIndex, 1);
   t.filtered = tf14.stack(classScores, 1);
-  tf14.dispose(...classScores);
+  tf14.dispose(classScores);
   t.max = tf14.max(t.filtered, 1);
   t.argmax = tf14.argMax(t.filtered, 1);
   let id = 0;
@@ -9430,12 +9436,12 @@ async function detectHands(input, config3) {
   const classNum = await t.argmax.data();
   for (const nmsIndex of Array.from(nms)) {
     const boxSlice = tf14.slice(t.boxes, nmsIndex, 1);
-    const boxData = await boxSlice.data();
+    const boxYX = await boxSlice.data();
     tf14.dispose(boxSlice);
-    const boxSquareSize = Math.max(boxData[3] - boxData[1], boxData[2] - boxData[0]);
+    const boxData = [boxYX[1], boxYX[0], boxYX[3] - boxYX[1], boxYX[2] - boxYX[0]];
-    const boxRaw = scale([boxData[1], boxData[0], boxSquareSize, boxSquareSize], detectorExpandFact);
+    const boxRaw = scale(boxData, detectorExpandFact);
     const boxCrop = crop(boxRaw);
-    const boxFull = [Math.trunc(boxData[1] * outputSize[0]), Math.trunc(boxData[0] * outputSize[1]), Math.trunc((boxData[3] - boxData[1]) * outputSize[0]), Math.trunc((boxData[2] - boxData[0]) * outputSize[1])];
+    const boxFull = [Math.trunc(boxData[0] * outputSize[0]), Math.trunc(boxData[1] * outputSize[1]), Math.trunc(boxData[2] * outputSize[0]), Math.trunc(boxData[3] * outputSize[1])];
     const score = scores[nmsIndex];
     const label = classes[classNum[nmsIndex]];
     const hand3 = { id: id++, score, box: boxFull, boxRaw, boxCrop, label };
@@ -9474,10 +9480,9 @@ async function detectFingers(input, h, config3) {
       const coordsData = await t.reshaped.array();
       const coordsRaw = coordsData.map((kpt4) => [kpt4[0] / inputSize4[1][1], kpt4[1] / inputSize4[1][0], kpt4[2] || 0]);
       const coordsNorm = coordsRaw.map((kpt4) => [kpt4[0] * h.boxRaw[2], kpt4[1] * h.boxRaw[3], kpt4[2] || 0]);
-      console.log(outputSize, h.box);
       hand3.keypoints = coordsNorm.map((kpt4) => [
-        outputSize[0] * kpt4[0] + h.box[0],
+        outputSize[0] * (kpt4[0] + h.boxRaw[0]),
-        outputSize[1] * kpt4[1] + h.box[1],
+        outputSize[1] * (kpt4[1] + h.boxRaw[1]),
         kpt4[2] || 0
       ]);
       hand3.landmarks = analyze(hand3.keypoints);
@@ -9489,28 +9494,21 @@ async function detectFingers(input, h, config3) {
   }
   return hand3;
 }
-var n = 0;
 async function predict6(input, config3) {
   var _a, _b;
-  n++;
   if (!models[0] || !models[1] || !((_a = models[0]) == null ? void 0 : _a.inputs[0].shape) || !((_b = models[1]) == null ? void 0 : _b.inputs[0].shape))
     return [];
   outputSize = [input.shape[2] || 0, input.shape[1] || 0];
   skipped4++;
   if (config3.skipFrame && skipped4 <= (config3.hand.skipFrames || 0)) {
-    console.log(n, "SKIP", { results: cache.hands.length });
     return cache.hands;
   }
   return new Promise(async (resolve) => {
-    console.log(n, "DETECT", { skipped: skipped4, hands: cache.hands.length, boxes: cache.boxes.length });
+    if (config3.skipFrame && skipped4 < 5 * (config3.hand.skipFrames || 0) && cache.hands.length > 0) {
-    if (config3.skipFrame && skipped4 <= 10 * (config3.hand.skipFrames || 0) && cache.hands.length > 0) {
       cache.hands = await Promise.all(cache.boxes.map((handBox) => detectFingers(input, handBox, config3)));
-      console.log(n, "HANDS", { hands: cache.hands.length });
     } else {
       cache.boxes = await detectHands(input, config3);
-      console.log(n, "BOXES", { hands: cache.boxes.length });
       cache.hands = await Promise.all(cache.boxes.map((handBox) => detectFingers(input, handBox, config3)));
-      console.log(n, "HANDS", { hands: cache.hands.length });
       skipped4 = 0;
     }
     const oldCache = [...cache.boxes];
@@ -9525,7 +9523,6 @@ async function predict6(input, config3) {
           cache.boxes.push({ ...oldCache[i], box: boxScale, boxRaw: boxScaleRaw, boxCrop });
         }
       }
-      console.log(n, "CACHED", { hands: cache.boxes.length });
     }
     resolve(cache.hands);
   });

package.json

@@ -1,6 +1,6 @@
 {
   "name": "@vladmandic/human",
-  "version": "2.3.1",
+  "version": "2.3.2",
   "description": "Human: AI-powered 3D Face Detection & Rotation Tracking, Face Description & Recognition, Body Pose Tracking, 3D Hand & Finger Tracking, Iris Analysis, Age & Gender & Emotion Prediction, Gesture Recognition",
   "sideEffects": false,
   "main": "dist/human.node.js",
@@ -74,7 +74,6 @@
     "canvas": "^2.8.0",
     "dayjs": "^1.10.7",
     "esbuild": "^0.13.4",
-    "eslint": "^7.32.0",
     "eslint-config-airbnb-base": "^14.2.1",
     "eslint-plugin-import": "^2.24.2",
     "eslint-plugin-json": "^3.1.0",
@@ -86,5 +85,8 @@
     "tslib": "^2.3.1",
     "typedoc": "0.22.5",
     "typescript": "4.4.3"
+  },
+  "dependencies": {
+    "eslint": "7.32.0"
   }
 }

src/config.ts

@@ -420,12 +420,12 @@ const config: Config = {
     rotation: true,          // use best-guess rotated hand image or just box with rotation as-is
                              // false means higher performance, but incorrect finger mapping if hand is inverted
                              // only valid for `handdetect` variation
-    skipFrames: 1,           // how many max frames to go without re-running the hand bounding box detector
+    skipFrames: 2,           // how many max frames to go without re-running the hand bounding box detector
                              // only used when cacheSensitivity is not zero
                              // e.g., if model is running st 25 FPS, we can re-use existing bounding
                              // box for updated hand skeleton analysis as the hand
                              // hasn't moved much in short time (10 * 1/25 = 0.25 sec)
-    minConfidence: 0.55,     // threshold for discarding a prediction
+    minConfidence: 0.50,     // threshold for discarding a prediction
     iouThreshold: 0.2,       // ammount of overlap between two detected objects before one object is removed
     maxDetected: -1,         // maximum number of hands detected in the input
                              // should be set to the minimum number for performance

src/face/facemesh.ts

@@ -83,7 +83,7 @@ export async function predict(input: Tensor, config: Config): Promise<FaceResult
         ((box.startPoint[1] + box.endPoint[1])) / 2 + ((box.endPoint[1] + box.startPoint[1]) * pt[1] / blazeface.size()),
       ]);
       face.meshRaw = face.mesh.map((pt) => [pt[0] / (input.shape[2] || 0), pt[1] / (input.shape[1] || 0), (pt[2] || 0) / inputSize]);
-      for (const key of Object.keys(coords.blazeFaceLandmarks)) face.annotations[key] = [face.mesh[coords.blazeFaceLandmarks[key]]]; // add annotations
+      for (const key of Object.keys(coords.blazeFaceLandmarks)) face.annotations[key] = [face.mesh[coords.blazeFaceLandmarks[key] as number]]; // add annotations
     } else if (!model) { // mesh enabled, but not loaded
       if (config.debug) log('face mesh detection requested, but model is not loaded');
     } else { // mesh enabled

src/face/facemeshcoords.ts

@@ -3,7 +3,7 @@
  * See `facemesh.ts` for entry point
  */
 
-export const meshAnnotations = {
+export const meshAnnotations: Record<string, number[]> = {
   silhouette: [
     10, 338, 297, 332, 284, 251, 389, 356, 454, 323, 361, 288,
     397, 365, 379, 378, 400, 377, 152, 148, 176, 149, 150, 136,
@@ -42,13 +42,13 @@ export const meshAnnotations = {
   leftCheek: [425],
 };
 
-export const meshLandmarks = {
+export const meshLandmarks: Record<string, number | number[]> = {
   count: 468,
   mouth: 13,
   symmetryLine: [13, meshAnnotations['midwayBetweenEyes'][0]],
 };
 
-export const blazeFaceLandmarks = {
+export const blazeFaceLandmarks: Record<string, number | number[]> = {
   leftEye: 0,
   rightEye: 1,
   nose: 2,
@@ -58,7 +58,7 @@ export const blazeFaceLandmarks = {
   symmetryLine: [3, 2],
 };
 
-export const MESH_TO_IRIS_INDICES_MAP = [ // A mapping from facemesh model keypoints to iris model keypoints.
+export const MESH_TO_IRIS_INDICES_MAP: Array<{ key: string, indices: number[] }> = [ // A mapping from facemesh model keypoints to iris model keypoints.
   { key: 'EyeUpper0', indices: [9, 10, 11, 12, 13, 14, 15] },
   { key: 'EyeUpper1', indices: [25, 26, 27, 28, 29, 30, 31] },
   { key: 'EyeUpper2', indices: [41, 42, 43, 44, 45, 46, 47] },
@@ -70,7 +70,7 @@ export const MESH_TO_IRIS_INDICES_MAP = [ // A mapping from facemesh model keypo
   // { key: 'EyebrowLower', indices: [48, 49, 50, 51, 52, 53] },
 ];
 
-export const UV468 = [
+export const UV468: [number, number][] = [
   [0.499976992607117, 0.652534008026123],
   [0.500025987625122, 0.547487020492554],
   [0.499974012374878, 0.602371990680695],
@@ -541,7 +541,7 @@ export const UV468 = [
   [0.723330020904541, 0.363372981548309],
 ];
 
-export const TRI468 = [
+export const TRI468: Array<number> = [
   127, 34, 139, 11, 0, 37, 232, 231, 120, 72, 37, 39, 128, 121, 47, 232, 121, 128, 104, 69, 67, 175, 171, 148, 157, 154, 155, 118, 50, 101, 73, 39, 40, 9,
   151, 108, 48, 115, 131, 194, 204, 211, 74, 40, 185, 80, 42, 183, 40, 92, 186, 230, 229, 118, 202, 212, 214, 83, 18, 17, 76, 61, 146, 160, 29, 30, 56,
   157, 173, 106, 204, 194, 135, 214, 192, 203, 165, 98, 21, 71, 68, 51, 45, 4, 144, 24, 23, 77, 146, 91, 205, 50, 187, 201, 200, 18, 91, 106, 182, 90, 91,
@@ -627,7 +627,7 @@ export const TRI468 = [
   259, 443, 259, 260, 444, 260, 467, 445, 309, 459, 250, 305, 289, 290, 305, 290, 460, 401, 376, 435, 309, 250, 392, 376, 411, 433, 453, 341, 464, 357,
   453, 465, 343, 357, 412, 437, 343, 399, 344, 360, 440, 420, 437, 456, 360, 420, 363, 361, 401, 288, 265, 372, 353, 390, 339, 249, 339, 448, 255];
 
-export const TRI68 = [0, 1, 36, 0, 36, 17, 1, 2, 41, 1, 41, 36, 2, 3, 31, 2, 31, 41, 3, 4, 48, 3, 48, 31, 4, 5, 48, 5, 6, 48, 6, 7, 59, 6, 59, 48, 7, 8, 58, 7, 58, 59,
+export const TRI68: Array<number> = [0, 1, 36, 0, 36, 17, 1, 2, 41, 1, 41, 36, 2, 3, 31, 2, 31, 41, 3, 4, 48, 3, 48, 31, 4, 5, 48, 5, 6, 48, 6, 7, 59, 6, 59, 48, 7, 8, 58, 7, 58, 59,
   8, 9, 56, 8, 56, 57, 8, 57, 58, 9, 10, 55, 9, 55, 56, 10, 11, 54, 10, 54, 55, 11, 12, 54, 12, 13, 54, 13, 14, 35, 13, 35, 54, 14, 15, 46, 14, 46, 35, 15, 16,
   45, 15, 45, 46, 16, 26, 45, 17, 36, 18, 18, 37, 19, 18, 36, 37, 19, 38, 20, 19, 37, 38, 20, 39, 21, 20, 38, 39, 21, 39, 27, 22, 42, 23, 22, 27, 42, 23, 43, 24,
   23, 42, 43, 24, 44, 25, 24, 43, 44, 25, 45, 26, 25, 44, 45, 27, 39, 28, 27, 28, 42, 28, 39, 29, 28, 29, 42, 29, 31, 30, 29, 30, 35, 29, 40, 31, 29, 35, 47, 29,
@@ -636,7 +636,7 @@ export const TRI68 = [0, 1, 36, 0, 36, 17, 1, 2, 41, 1, 41, 36, 2, 3, 31, 2, 31,
   48, 59, 60, 49, 61, 50, 49, 60, 61, 50, 62, 51, 50, 61, 62, 51, 62, 52, 52, 63, 53, 52, 62, 63, 53, 64, 54, 53, 63, 64, 54, 64, 55, 55, 65, 56, 55, 64, 65, 56,
   66, 57, 56, 65, 66, 57, 66, 58, 58, 67, 59, 58, 66, 67, 59, 67, 60, 60, 67, 61, 61, 66, 62, 61, 67, 66, 62, 66, 63, 63, 65, 64, 63, 66, 65, 21, 27, 22];
 
-export const TRI33 = [
+export const TRI33: Array<number> = [
   /*  eyes  */ 0, 8, 7, 7, 8, 1, 2, 10, 9, 9, 10, 3,
   /*  brows */ 17, 0, 18, 18, 0, 7, 18, 7, 19, 19, 7, 1, 19, 1, 11, 19, 11, 20, 21, 3, 22, 21, 9, 3, 20, 9, 21, 20, 2, 9, 20, 11, 2,
   /*  4head */ 23, 17, 18, 25, 21, 22, 24, 19, 20, 24, 18, 19, 24, 20, 21, 24, 23, 18, 24, 21, 25,
@@ -647,9 +647,9 @@ export const TRI33 = [
   /*  cont  */ 26, 30, 5, 27, 6, 31, 0, 28, 26, 3, 27, 29, 17, 28, 0, 3, 29, 22, 23, 28, 17, 22, 29, 25, 28, 30, 26, 27, 31, 29,
 ];
 
-export const TRI7 = [0, 4, 1, 2, 4, 3, 4, 5, 6];
+export const TRI7: Array<number> = [0, 4, 1, 2, 4, 3, 4, 5, 6];
 
-export const VTX68 = [
+export const VTX68: Array<number> = [
   /* cont  */ 127, 234, 132, 58, 172, 150, 149, 148, 152, 377, 378, 379, 397, 288, 361, 454, 356,
   /* brows */ 70, 63, 105, 66, 107, 336, 296, 334, 293, 300,
   /* nose  */ 168, 6, 195, 4, 98, 97, 2, 326, 327,
@@ -658,9 +658,9 @@ export const VTX68 = [
   /* mouth */ 78, 81, 13, 311, 308, 402, 14, 178,
 ];
 
-export const VTX33 = [33, 133, 362, 263, 1, 62, 308, 159, 145, 386, 374, 6, 102, 331, 2, 13, 14, 70, 105, 107, 336, 334, 300, 54, 10, 284, 50, 280, 234, 454, 58, 288, 152];
+export const VTX33: Array<number> = [33, 133, 362, 263, 1, 62, 308, 159, 145, 386, 374, 6, 102, 331, 2, 13, 14, 70, 105, 107, 336, 334, 300, 54, 10, 284, 50, 280, 234, 454, 58, 288, 152];
 
-export const VTX7 = [33, 133, 362, 263, 1, 78, 308];
+export const VTX7: Array<number> = [33, 133, 362, 263, 1, 78, 308];
 
 export const UV68 = VTX68.map((x) => UV468[x]);
 

src/face/facemeshutil.ts

@@ -152,8 +152,8 @@ export function transformRawCoords(rawCoords, box, angle, rotationMatrix, inputS
 }
 
 export function correctFaceRotation(box, input, inputSize) {
-  const [indexOfMouth, indexOfForehead] = (box.landmarks.length >= coords.meshLandmarks.count) ? coords.meshLandmarks.symmetryLine : coords.blazeFaceLandmarks.symmetryLine;
+  const symmetryLine = (box.landmarks.length >= coords.meshLandmarks.count) ? coords.meshLandmarks.symmetryLine : coords.blazeFaceLandmarks.symmetryLine;
-  const angle: number = computeRotation(box.landmarks[indexOfMouth], box.landmarks[indexOfForehead]);
+  const angle: number = computeRotation(box.landmarks[symmetryLine[0]], box.landmarks[symmetryLine[1]]);
   const faceCenter: Point = getBoxCenter({ startPoint: box.startPoint, endPoint: box.endPoint });
   const faceCenterNormalized: Point = [faceCenter[0] / input.shape[2], faceCenter[1] / input.shape[1]];
   const rotated = tf.image.rotateWithOffset(input, angle, 0, faceCenterNormalized); // rotateWithOffset is not defined for tfjs-node

src/hand/handtrack.ts

@@ -22,10 +22,11 @@ const modelOutputNodes = ['StatefulPartitionedCall/Postprocessor/Slice', 'Statef
 const inputSize = [[0, 0], [0, 0]];
 
 const classes = ['hand', 'fist', 'pinch', 'point', 'face', 'tip', 'pinchtip'];
+const faceIndex = 4;
 
 const boxExpandFact = 1.6;
 const maxDetectorResolution = 512;
-const detectorExpandFact = 1.2;
+const detectorExpandFact = 1.4;
 
 let skipped = 0;
 let outputSize: [number, number] = [0, 0];
@@ -104,10 +105,11 @@ async function detectHands(input: Tensor, config: Config): Promise<HandDetectRes
   [t.rawScores, t.rawBoxes] = await models[0].executeAsync(t.cast, modelOutputNodes) as Tensor[];
   t.boxes = tf.squeeze(t.rawBoxes, [0, 2]);
   t.scores = tf.squeeze(t.rawScores, [0]);
-  const classScores = tf.unstack(t.scores, 1); // unstack scores based on classes
+  const classScores: Array<Tensor> = tf.unstack(t.scores, 1); // unstack scores based on classes
-  classScores.splice(4, 1); // remove faces
+  tf.dispose(classScores[faceIndex]);
+  classScores.splice(faceIndex, 1); // remove faces
   t.filtered = tf.stack(classScores, 1); // restack
-  tf.dispose(...classScores);
+  tf.dispose(classScores);
   t.max = tf.max(t.filtered, 1); // max overall score
   t.argmax = tf.argMax(t.filtered, 1); // class index of max overall score
   let id = 0;
@@ -117,12 +119,13 @@ async function detectHands(input: Tensor, config: Config): Promise<HandDetectRes
   const classNum = await t.argmax.data();
   for (const nmsIndex of Array.from(nms)) { // generates results for each class
     const boxSlice = tf.slice(t.boxes, nmsIndex, 1);
-    const boxData = await boxSlice.data();
+    const boxYX = await boxSlice.data();
     tf.dispose(boxSlice);
-    const boxSquareSize = Math.max(boxData[3] - boxData[1], boxData[2] - boxData[0]);
+    // const boxSquareSize = Math.max(boxData[3] - boxData[1], boxData[2] - boxData[0]);
-    const boxRaw: Box = box.scale([boxData[1], boxData[0], boxSquareSize, boxSquareSize], detectorExpandFact); // for raw box we use squared and expanded box
+    const boxData: Box = [boxYX[1], boxYX[0], boxYX[3] - boxYX[1], boxYX[2] - boxYX[0]]; // yx box reshaped to standard box
+    const boxRaw: Box = box.scale(boxData, detectorExpandFact);
     const boxCrop: Box = box.crop(boxRaw); // crop box is based on raw box
-    const boxFull: Box = [Math.trunc(boxData[1] * outputSize[0]), Math.trunc(boxData[0] * outputSize[1]), Math.trunc((boxData[3] - boxData[1]) * outputSize[0]), Math.trunc((boxData[2] - boxData[0]) * outputSize[1])]; // for box we keep original scaled values
+    const boxFull: Box = [Math.trunc(boxData[0] * outputSize[0]), Math.trunc(boxData[1] * outputSize[1]), Math.trunc(boxData[2] * outputSize[0]), Math.trunc(boxData[3] * outputSize[1])];
     const score = scores[nmsIndex];
     const label = classes[classNum[nmsIndex]];
     const hand: HandDetectResult = { id: id++, score, box: boxFull, boxRaw, boxCrop, label };
@@ -161,10 +164,9 @@ async function detectFingers(input: Tensor, h: HandDetectResult, config: Config)
       const coordsData: Point[] = await t.reshaped.array() as Point[];
       const coordsRaw: Point[] = coordsData.map((kpt) => [kpt[0] / inputSize[1][1], kpt[1] / inputSize[1][0], (kpt[2] || 0)]);
       const coordsNorm: Point[] = coordsRaw.map((kpt) => [kpt[0] * h.boxRaw[2], kpt[1] * h.boxRaw[3], (kpt[2] || 0)]);
-      console.log(outputSize, h.box);
       hand.keypoints = (coordsNorm).map((kpt) => [
-        outputSize[0] * kpt[0] + h.box[0],
+        outputSize[0] * (kpt[0] + h.boxRaw[0]),
-        outputSize[1] * kpt[1] + h.box[1],
+        outputSize[1] * (kpt[1] + h.boxRaw[1]),
         (kpt[2] || 0),
       ]);
       // hand.box = box.scale(h.box, 1 / detectorExpandFact); // scale box down for visual appeal
@@ -179,13 +181,11 @@ async function detectFingers(input: Tensor, h: HandDetectResult, config: Config)
   return hand;
 }
 
-let n = 0;
 export async function predict(input: Tensor, config: Config): Promise<HandResult[]> {
-  n++;
   /** handtrack caching
    * 1. if skipFrame returned cached
-   * 2. if any cached results but although not sure if its enough we continute anyhow for 10x skipframes
+   * 2. if any cached results but although not sure if its enough we continute anyhow for 5x skipframes
-   * 3. eventually rerun detector to generated new cached boxes and reset skipped
+   * 3. if not skipframe or eventually rerun detector to generated new cached boxes and reset skipped
    * 4. generate cached boxes based on detected keypoints
    */
   if (!models[0] || !models[1] || !models[0]?.inputs[0].shape || !models[1]?.inputs[0].shape) return []; // something is wrong with the model
@@ -193,34 +193,14 @@ export async function predict(input: Tensor, config: Config): Promise<HandResult
 
   skipped++; // increment skip frames
   if (config.skipFrame && (skipped <= (config.hand.skipFrames || 0))) {
-    console.log(n, 'SKIP', { results: cache.hands.length });
     return cache.hands; // return cached results without running anything
   }
   return new Promise(async (resolve) => {
-    console.log(n, 'DETECT', { skipped, hands: cache.hands.length, boxes: cache.boxes.length });
+    if (config.skipFrame && skipped < 5 * (config.hand.skipFrames || 0) && cache.hands.length > 0) { // we have some cached results but although not sure if its enough we continute anyhow for bit longer
-    // this is logically consistent but insufficiently efficient
-    /*
-    skipped = 0;
-    if (cache.boxes.length >= (config.hand.maxDetected || 0)) {
-      cache.hands = await Promise.all(cache.boxes.map((handBox) => detectFingers(input, handBox, config))); // if we have enough cached boxes run detection using cache
-    } else {
-      cache.hands = []; // reset hands
-    }
-
-    if (cache.hands.length !== config.hand.maxDetected) { // did not find enough hands based on cached boxes so run detection on full frame
-      cache.boxes = await detectHands(input, config);
       cache.hands = await Promise.all(cache.boxes.map((handBox) => detectFingers(input, handBox, config)));
-    }
-    */
-
-    if (config.skipFrame && skipped <= 10 * (config.hand.skipFrames || 0) && cache.hands.length > 0) { // we have some cached results but although not sure if its enough we continute anyhow for 10x skipframes
-      cache.hands = await Promise.all(cache.boxes.map((handBox) => detectFingers(input, handBox, config)));
-      console.log(n, 'HANDS', { hands: cache.hands.length });
     } else {
       cache.boxes = await detectHands(input, config);
-      console.log(n, 'BOXES', { hands: cache.boxes.length });
       cache.hands = await Promise.all(cache.boxes.map((handBox) => detectFingers(input, handBox, config)));
-      console.log(n, 'HANDS', { hands: cache.hands.length });
       skipped = 0;
     }
 
@@ -236,7 +216,6 @@ export async function predict(input: Tensor, config: Config): Promise<HandResult
           cache.boxes.push({ ...oldCache[i], box: boxScale, boxRaw: boxScaleRaw, boxCrop });
         }
       }
-      console.log(n, 'CACHED', { hands: cache.boxes.length });
     }
     resolve(cache.hands);
   });

src/image/image.ts

@@ -15,6 +15,7 @@ const maxSize = 2048;
 // internal temp canvases
 let inCanvas: HTMLCanvasElement | OffscreenCanvas | null = null; // use global variable to avoid recreating canvas on each frame
 let outCanvas: HTMLCanvasElement | OffscreenCanvas | null = null; // use global variable to avoid recreating canvas on each frame
+let tmpCanvas: HTMLCanvasElement | OffscreenCanvas | null = null; // use global variable to avoid recreating canvas on each frame
 // @ts-ignore // imagefx is js module that should be converted to a class
 let fx: fxImage.GLImageFilter | null; // instance of imagefx
 
@@ -72,9 +73,13 @@ export function process(input: Input, config: Config, getTensor: boolean = true)
   }
   if (input instanceof tf.Tensor) {
     // if input is tensor, use as-is
-    if ((input)['isDisposedInternal']) throw new Error('input tensor is disposed');
+    if ((input)['isDisposedInternal']) {
-    else if (!input.shape || input.shape.length !== 4 || input.shape[0] !== 1 || input.shape[3] !== 3) throw new Error(`input tensor shape must be [1, height, width, 3] and instead was ${input.shape}`);
+      throw new Error('input tensor is disposed');
-    else return { tensor: tf.clone(input), canvas: (config.filter.return ? outCanvas : null) };
+    } else if (!(input as Tensor).shape || (input as Tensor).shape.length !== 4 || (input as Tensor).shape[0] !== 1 || (input as Tensor).shape[3] !== 3) {
+      throw new Error(`input tensor shape must be [1, height, width, 3] and instead was ${input['shape']}`);
+    } else {
+      return { tensor: tf.clone(input), canvas: (config.filter.return ? outCanvas : null) };
+    }
   } else {
     // check if resizing will be needed
     if (typeof input['readyState'] !== 'undefined' && input['readyState'] <= 2) {
@@ -114,10 +119,10 @@ export function process(input: Input, config: Config, getTensor: boolean = true)
       if (config.filter.flip && typeof inCtx.translate !== 'undefined') {
         inCtx.translate(originalWidth, 0);
         inCtx.scale(-1, 1);
-        inCtx.drawImage(input as CanvasImageSource, 0, 0, originalWidth, originalHeight, 0, 0, inCanvas?.width, inCanvas?.height);
+        inCtx.drawImage(input as OffscreenCanvas, 0, 0, originalWidth, originalHeight, 0, 0, inCanvas?.width, inCanvas?.height);
         inCtx.setTransform(1, 0, 0, 1, 0, 0); // resets transforms to defaults
       } else {
-        inCtx.drawImage(input as CanvasImageSource, 0, 0, originalWidth, originalHeight, 0, 0, inCanvas?.width, inCanvas?.height);
+        inCtx.drawImage(input as OffscreenCanvas, 0, 0, originalWidth, originalHeight, 0, 0, inCanvas?.width, inCanvas?.height);
       }
     }
 
@@ -160,23 +165,24 @@ export function process(input: Input, config: Config, getTensor: boolean = true)
         pixels = tf.browser ? tf.browser.fromPixels(input) : null;
       } else {
         depth = input['data'].length / input['height'] / input['width'];
-        // const arr = Uint8Array.from(input['data']);
+        const arr = Uint8Array.from(input['data']);
-        const arr = new Uint8Array(input['data']['buffer']);
+        // const arr = new Uint8Array(input['data']['buffer']);
         pixels = tf.tensor(arr, [input['height'], input['width'], depth], 'float32');
       }
     } else {
+      if (!tmpCanvas || (outCanvas.width !== tmpCanvas.width) || (outCanvas?.height !== tmpCanvas?.height)) tmpCanvas = canvas(outCanvas.width, outCanvas.height); // init output canvas
       if (tf.browser && env.browser) {
         if (config.backend === 'webgl' || config.backend === 'humangl' || config.backend === 'webgpu') {
           pixels = tf.browser.fromPixels(outCanvas); // safe to reuse since both backend and context are gl based
         } else {
-          const tempCanvas = copy(outCanvas); // cannot use output canvas as it already has gl context so we do a silly one more canvas
+          tmpCanvas = copy(outCanvas); // cannot use output canvas as it already has gl context so we do a silly one more canvas
-          pixels = tf.browser.fromPixels(tempCanvas);
+          pixels = tf.browser.fromPixels(tmpCanvas);
         }
       } else {
         const tempCanvas = copy(outCanvas); // cannot use output canvas as it already has gl context so we do a silly one more canvas
         const tempCtx = tempCanvas.getContext('2d') as CanvasRenderingContext2D;
         const tempData = tempCtx.getImageData(0, 0, targetWidth, targetHeight);
-        depth = input['data'].length / targetWidth / targetHeight;
+        depth = tempData.data.length / targetWidth / targetHeight;
         const arr = new Uint8Array(tempData.data.buffer);
         pixels = tf.tensor(arr, [targetWidth, targetHeight, depth]);
       }

test/test-main.js

@@ -192,7 +192,7 @@ async function test(Human, inputConfig) {
   else log('state', 'passed: warmup face result match');
   config.warmup = 'body';
   res = await testWarmup(human, 'default');
-  if (!res || res?.face?.length !== 1 || res?.body?.length !== 0 || res?.hand?.length !== 1 || res?.gesture?.length !== 4) log('error', 'failed: warmup body result mismatch', res?.face?.length, res?.body?.length, res?.hand?.length, res?.gesture?.length);
+  if (!res || res?.face?.length !== 1 || res?.body?.length !== 1 || res?.hand?.length !== 1 || res?.gesture?.length !== 5) log('error', 'failed: warmup body result mismatch', res?.face?.length, res?.body?.length, res?.hand?.length, res?.gesture?.length);
   else log('state', 'passed: warmup body result match');
 
   // test default config async

test/test-node-gpu.js

@@ -3,6 +3,7 @@ const Human = require('../dist/human.node-gpu.js').default;
 const test = require('./test-main.js').test;
 
 const config = {
+  cacheSensitivity: 0,
   modelBasePath: 'file://models/',
   backend: 'tensorflow',
   debug: false,

test/test-node-wasm.js

@@ -10,6 +10,7 @@ Human.env.Canvas = Canvas; // requires monkey-patch as wasm does not have tf.bro
 Human.env.Image = Image; // requires monkey-patch as wasm does not have tf.browser namespace
 
 const config = {
+  cacheSensitivity: 0,
   modelBasePath: 'https://vladmandic.github.io/human/models/',
   // modelBasePath: 'http://localhost:10030/models/',
   backend: 'wasm',

test/test-node.js

@@ -3,6 +3,7 @@ const Human = require('../dist/human.node.js').default;
 const test = require('./test-main.js').test;
 
 const config = {
+  cacheSensitivity: 0,
   modelBasePath: 'file://models/',
   backend: 'tensorflow',
   debug: false,

typedoc/classes/Human.html

@@ -1,4 +1,4 @@
-<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Human | @vladmandic/human - v2.3.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.1"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.3.1</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.3.1</a></li><li><a href="Human.html">Human</a></li></ul><h1>Class Human</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
+<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Human | @vladmandic/human - v2.3.2</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.2"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.3.2</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.3.2</a></li><li><a href="Human.html">Human</a></li></ul><h1>Class Human</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
 <p><em>Human</em>* library main class</p>
 </div><div><p>All methods and properties are available only as members of Human class</p>
 <ul>
@@ -53,7 +53,7 @@
 </ul>
 </div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-class"><a name="faceTriangulation" class="tsd-anchor"></a><h3>face<wbr/>Triangulation</h3><div class="tsd-signature tsd-kind-icon">face<wbr/>Triangulation<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">[]</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/human.ts#L158">human.ts:158</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Reference face triangualtion array of 468 points, used for triangle references between points</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-class"><a name="faceUVMap" class="tsd-anchor"></a><h3>faceUVMap</h3><div class="tsd-signature tsd-kind-icon">faceUVMap<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">[]</span><span class="tsd-signature-symbol">[]</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/human.ts#L160">human.ts:160</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
+</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-class"><a name="faceUVMap" class="tsd-anchor"></a><h3>faceUVMap</h3><div class="tsd-signature tsd-kind-icon">faceUVMap<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-symbol">[</span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">, </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">]</span><span class="tsd-signature-symbol">[]</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/human.ts#L160">human.ts:160</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Refernce UV map of 468 values, used for 3D mapping of the face mesh</p>
 </div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-class"><a name="gl" class="tsd-anchor"></a><h3>gl</h3><div class="tsd-signature tsd-kind-icon">gl<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">Record</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol">, </span><span class="tsd-signature-type">unknown</span><span class="tsd-signature-symbol">&gt;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/human.ts#L167">human.ts:167</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>WebGL debug info</p>
@@ -106,9 +106,9 @@
 </div></li></ul></section><section class="tsd-panel tsd-member tsd-kind-method tsd-parent-kind-class"><a name="enhance" class="tsd-anchor"></a><h3>enhance</h3><ul class="tsd-signatures tsd-kind-method tsd-parent-kind-class"><li class="tsd-signature tsd-kind-icon">enhance<span class="tsd-signature-symbol">(</span>input<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Tensor</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">Rank</span><span class="tsd-signature-symbol">&gt;</span><span class="tsd-signature-symbol">)</span><span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">null</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">Tensor</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">Rank</span><span class="tsd-signature-symbol">&gt;</span></li></ul><ul class="tsd-descriptions"><li class="tsd-description"><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/human.ts#L295">human.ts:295</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Enhance method performs additional enhacements to face image previously detected for futher processing</p>
 </div></div><h4 class="tsd-parameters-title">Parameters</h4><ul class="tsd-parameters"><li><h5>input: <span class="tsd-signature-type">Tensor</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">Rank</span><span class="tsd-signature-symbol">&gt;</span></h5></li></ul><h4 class="tsd-returns-title">Returns <span class="tsd-signature-type">null</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">Tensor</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">Rank</span><span class="tsd-signature-symbol">&gt;</span></h4><div><p>Tensor</p>
-</div></li></ul></section><section class="tsd-panel tsd-member tsd-kind-method tsd-parent-kind-class"><a name="image" class="tsd-anchor"></a><h3>image</h3><ul class="tsd-signatures tsd-kind-method tsd-parent-kind-class"><li class="tsd-signature tsd-kind-icon">image<span class="tsd-signature-symbol">(</span>input<span class="tsd-signature-symbol">: </span><a href="../index.html#Input" class="tsd-signature-type" data-tsd-kind="Type alias">Input</a><span class="tsd-signature-symbol">)</span><span class="tsd-signature-symbol">: </span><span class="tsd-signature-symbol">{ </span>canvas<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">null</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">OffscreenCanvas</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">HTMLCanvasElement</span><span class="tsd-signature-symbol">; </span>tensor<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">null</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">Tensor</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">Rank</span><span class="tsd-signature-symbol">&gt;</span><span class="tsd-signature-symbol"> }</span></li></ul><ul class="tsd-descriptions"><li class="tsd-description"><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/human.ts#L268">human.ts:268</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
+</div></li></ul></section><section class="tsd-panel tsd-member tsd-kind-method tsd-parent-kind-class"><a name="image" class="tsd-anchor"></a><h3>image</h3><ul class="tsd-signatures tsd-kind-method tsd-parent-kind-class"><li class="tsd-signature tsd-kind-icon">image<span class="tsd-signature-symbol">(</span>input<span class="tsd-signature-symbol">: </span><a href="../index.html#Input" class="tsd-signature-type" data-tsd-kind="Type alias">Input</a>, getTensor<span class="tsd-signature-symbol">?: </span><span class="tsd-signature-type">boolean</span><span class="tsd-signature-symbol">)</span><span class="tsd-signature-symbol">: </span><span class="tsd-signature-symbol">{ </span>canvas<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">null</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">OffscreenCanvas</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">HTMLCanvasElement</span><span class="tsd-signature-symbol">; </span>tensor<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">null</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">Tensor</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">Rank</span><span class="tsd-signature-symbol">&gt;</span><span class="tsd-signature-symbol"> }</span></li></ul><ul class="tsd-descriptions"><li class="tsd-description"><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/human.ts#L268">human.ts:268</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Process input as return canvas and tensor</p>
-</div></div><h4 class="tsd-parameters-title">Parameters</h4><ul class="tsd-parameters"><li><h5>input: <a href="../index.html#Input" class="tsd-signature-type" data-tsd-kind="Type alias">Input</a></h5></li></ul><h4 class="tsd-returns-title">Returns <span class="tsd-signature-symbol">{ </span>canvas<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">null</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">OffscreenCanvas</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">HTMLCanvasElement</span><span class="tsd-signature-symbol">; </span>tensor<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">null</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">Tensor</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">Rank</span><span class="tsd-signature-symbol">&gt;</span><span class="tsd-signature-symbol"> }</span></h4><div></div><ul class="tsd-parameters"><li class="tsd-parameter"><h5>canvas<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">null</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">OffscreenCanvas</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">HTMLCanvasElement</span></h5></li><li class="tsd-parameter"><h5>tensor<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">null</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">Tensor</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">Rank</span><span class="tsd-signature-symbol">&gt;</span></h5></li></ul></li></ul></section><section class="tsd-panel tsd-member tsd-kind-method tsd-parent-kind-class"><a name="init" class="tsd-anchor"></a><h3>init</h3><ul class="tsd-signatures tsd-kind-method tsd-parent-kind-class"><li class="tsd-signature tsd-kind-icon">init<span class="tsd-signature-symbol">(</span><span class="tsd-signature-symbol">)</span><span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Promise</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">void</span><span class="tsd-signature-symbol">&gt;</span></li></ul><ul class="tsd-descriptions"><li class="tsd-description"><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/human.ts#L306">human.ts:306</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
+</div></div><h4 class="tsd-parameters-title">Parameters</h4><ul class="tsd-parameters"><li><h5>input: <a href="../index.html#Input" class="tsd-signature-type" data-tsd-kind="Type alias">Input</a></h5></li><li><h5>getTensor: <span class="tsd-signature-type">boolean</span><span class="tsd-signature-symbol"> = true</span></h5></li></ul><h4 class="tsd-returns-title">Returns <span class="tsd-signature-symbol">{ </span>canvas<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">null</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">OffscreenCanvas</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">HTMLCanvasElement</span><span class="tsd-signature-symbol">; </span>tensor<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">null</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">Tensor</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">Rank</span><span class="tsd-signature-symbol">&gt;</span><span class="tsd-signature-symbol"> }</span></h4><div></div><ul class="tsd-parameters"><li class="tsd-parameter"><h5>canvas<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">null</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">OffscreenCanvas</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">HTMLCanvasElement</span></h5></li><li class="tsd-parameter"><h5>tensor<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">null</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">Tensor</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">Rank</span><span class="tsd-signature-symbol">&gt;</span></h5></li></ul></li></ul></section><section class="tsd-panel tsd-member tsd-kind-method tsd-parent-kind-class"><a name="init" class="tsd-anchor"></a><h3>init</h3><ul class="tsd-signatures tsd-kind-method tsd-parent-kind-class"><li class="tsd-signature tsd-kind-icon">init<span class="tsd-signature-symbol">(</span><span class="tsd-signature-symbol">)</span><span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Promise</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">void</span><span class="tsd-signature-symbol">&gt;</span></li></ul><ul class="tsd-descriptions"><li class="tsd-description"><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/human.ts#L306">human.ts:306</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Explicit backend initialization</p>
 <ul>
 <li>Normally done implicitly during initial load phase</li>

typedoc/interfaces/BodyConfig.html

@@ -1,4 +1,4 @@
-<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>BodyConfig | @vladmandic/human - v2.3.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.1"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.3.1</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.3.1</a></li><li><a href="BodyConfig.html">BodyConfig</a></li></ul><h1>Interface BodyConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
+<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>BodyConfig | @vladmandic/human - v2.3.2</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.2"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.3.2</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.3.2</a></li><li><a href="BodyConfig.html">BodyConfig</a></li></ul><h1>Interface BodyConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Controlls and configures all body detection specific options</p>
 </div><div><p>Parameters:</p>
 <ul>

typedoc/interfaces/BodyResult.html

@@ -1,4 +1,4 @@
-<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>BodyResult | @vladmandic/human - v2.3.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.1"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.3.1</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.3.1</a></li><li><a href="BodyResult.html">BodyResult</a></li></ul><h1>Interface BodyResult</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
+<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>BodyResult | @vladmandic/human - v2.3.2</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.2"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.3.2</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.3.2</a></li><li><a href="BodyResult.html">BodyResult</a></li></ul><h1>Interface BodyResult</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Body results</p>
 </div><div><p>Each results has:</p>
 <ul>

typedoc/interfaces/Config.html

@@ -1,4 +1,4 @@
-<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Config | @vladmandic/human - v2.3.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.1"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.3.1</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.3.1</a></li><li><a href="Config.html">Config</a></li></ul><h1>Interface Config</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
+<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Config | @vladmandic/human - v2.3.2</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.2"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.3.2</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.3.2</a></li><li><a href="Config.html">Config</a></li></ul><h1>Interface Config</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Configuration interface definition for <strong>Human</strong> library</p>
 </div><div><p>Contains all configurable parameters</p>
 </div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><span class="target">Config</span></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#async" class="tsd-kind-icon">async</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#backend" class="tsd-kind-icon">backend</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#body" class="tsd-kind-icon">body</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#cacheSensitivity" class="tsd-kind-icon">cache<wbr/>Sensitivity</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#debug" class="tsd-kind-icon">debug</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#face" class="tsd-kind-icon">face</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#filter" class="tsd-kind-icon">filter</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#gesture" class="tsd-kind-icon">gesture</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#hand" class="tsd-kind-icon">hand</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#modelBasePath" class="tsd-kind-icon">model<wbr/>Base<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#object" class="tsd-kind-icon">object</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#segmentation" class="tsd-kind-icon">segmentation</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#skipFrame" class="tsd-kind-icon">skip<wbr/>Frame</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#warmup" class="tsd-kind-icon">warmup</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Config.html#wasmPath" class="tsd-kind-icon">wasm<wbr/>Path</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="async" class="tsd-anchor"></a><h3>async</h3><div class="tsd-signature tsd-kind-icon">async<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L249">config.ts:249</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">

typedoc/interfaces/FaceConfig.html

@@ -1,4 +1,4 @@
-<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>FaceConfig | @vladmandic/human - v2.3.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.1"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.3.1</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.3.1</a></li><li><a href="FaceConfig.html">FaceConfig</a></li></ul><h1>Interface FaceConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
+<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>FaceConfig | @vladmandic/human - v2.3.2</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.2"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.3.2</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.3.2</a></li><li><a href="FaceConfig.html">FaceConfig</a></li></ul><h1>Interface FaceConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Controlls and configures all face-specific options:</p>
 <ul>
 <li>face detection, face mesh detection, age, gender, emotion detection and face description</li>

typedoc/interfaces/FaceDescriptionConfig.html

@@ -1,4 +1,4 @@
-<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>FaceDescriptionConfig | @vladmandic/human - v2.3.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.1"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.3.1</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.3.1</a></li><li><a href="FaceDescriptionConfig.html">FaceDescriptionConfig</a></li></ul><h1>Interface FaceDescriptionConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
+<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>FaceDescriptionConfig | @vladmandic/human - v2.3.2</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.2"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.3.2</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.3.2</a></li><li><a href="FaceDescriptionConfig.html">FaceDescriptionConfig</a></li></ul><h1>Interface FaceDescriptionConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Description or face embedding part of face configuration</p>
 <ul>
 <li>also used by age and gender detection</li>

typedoc/interfaces/FaceEmotionConfig.html

@@ -1,3 +1,3 @@
-<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>FaceEmotionConfig | @vladmandic/human - v2.3.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.1"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.3.1</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.3.1</a></li><li><a href="FaceEmotionConfig.html">FaceEmotionConfig</a></li></ul><h1>Interface FaceEmotionConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
+<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>FaceEmotionConfig | @vladmandic/human - v2.3.2</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.2"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.3.2</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.3.2</a></li><li><a href="FaceEmotionConfig.html">FaceEmotionConfig</a></li></ul><h1>Interface FaceEmotionConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Emotion part of face configuration</p>
 </div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><span class="target">FaceEmotionConfig</span></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceEmotionConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceEmotionConfig.html#minConfidence" class="tsd-kind-icon">min<wbr/>Confidence</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceEmotionConfig.html#modelPath" class="tsd-kind-icon">model<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceEmotionConfig.html#skipFrames" class="tsd-kind-icon">skip<wbr/>Frames</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="enabled" class="tsd-anchor"></a><h3>enabled</h3><div class="tsd-signature tsd-kind-icon">enabled<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L39">config.ts:39</a></li></ul></aside></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="minConfidence" class="tsd-anchor"></a><h3>min<wbr/>Confidence</h3><div class="tsd-signature tsd-kind-icon">min<wbr/>Confidence<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L40">config.ts:40</a></li></ul></aside></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="modelPath" class="tsd-anchor"></a><h3>model<wbr/>Path</h3><div class="tsd-signature tsd-kind-icon">model<wbr/>Path<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">string</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L42">config.ts:42</a></li></ul></aside></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="skipFrames" class="tsd-anchor"></a><h3>skip<wbr/>Frames</h3><div class="tsd-signature tsd-kind-icon">skip<wbr/>Frames<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">number</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L41">config.ts:41</a></li></ul></aside></section></section></div><div class="col-4 col-menu menu-sticky-wrap menu-highlight"><nav class="tsd-navigation primary"><ul><li class=""><a href="../index.html">Exports</a></li></ul></nav><nav class="tsd-navigation secondary menu-sticky"><ul><li class="current tsd-kind-interface"><a href="FaceEmotionConfig.html" class="tsd-kind-icon">Face<wbr/>Emotion<wbr/>Config</a><ul><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceEmotionConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceEmotionConfig.html#minConfidence" class="tsd-kind-icon">min<wbr/>Confidence</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceEmotionConfig.html#modelPath" class="tsd-kind-icon">model<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceEmotionConfig.html#skipFrames" class="tsd-kind-icon">skip<wbr/>Frames</a></li></ul></li></ul></nav></div></div></div><footer class=""><div class="container"><h2>Legend</h2><div class="tsd-legend-group"><ul class="tsd-legend"><li class="tsd-kind-constructor tsd-parent-kind-class"><span class="tsd-kind-icon">Constructor</span></li><li class="tsd-kind-property tsd-parent-kind-class"><span class="tsd-kind-icon">Property</span></li><li class="tsd-kind-method tsd-parent-kind-class"><span class="tsd-kind-icon">Method</span></li></ul><ul class="tsd-legend"><li class="tsd-kind-property tsd-parent-kind-interface"><span class="tsd-kind-icon">Property</span></li></ul></div><h2>Settings</h2><p>Theme <select id="theme"><option value="os">OS</option><option value="light">Light</option><option value="dark">Dark</option></select></p></div></footer><div class="overlay"></div><script src="../assets/main.js"></script></body></html>

typedoc/interfaces/FaceIrisConfig.html

@@ -1,3 +1,3 @@
-<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>FaceIrisConfig | @vladmandic/human - v2.3.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.1"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.3.1</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.3.1</a></li><li><a href="FaceIrisConfig.html">FaceIrisConfig</a></li></ul><h1>Interface FaceIrisConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
+<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>FaceIrisConfig | @vladmandic/human - v2.3.2</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.2"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.3.2</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.3.2</a></li><li><a href="FaceIrisConfig.html">FaceIrisConfig</a></li></ul><h1>Interface FaceIrisConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Iris part of face configuration</p>
 </div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><span class="target">FaceIrisConfig</span></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceIrisConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceIrisConfig.html#modelPath" class="tsd-kind-icon">model<wbr/>Path</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="enabled" class="tsd-anchor"></a><h3>enabled</h3><div class="tsd-signature tsd-kind-icon">enabled<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L23">config.ts:23</a></li></ul></aside></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="modelPath" class="tsd-anchor"></a><h3>model<wbr/>Path</h3><div class="tsd-signature tsd-kind-icon">model<wbr/>Path<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">string</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L24">config.ts:24</a></li></ul></aside></section></section></div><div class="col-4 col-menu menu-sticky-wrap menu-highlight"><nav class="tsd-navigation primary"><ul><li class=""><a href="../index.html">Exports</a></li></ul></nav><nav class="tsd-navigation secondary menu-sticky"><ul><li class="current tsd-kind-interface"><a href="FaceIrisConfig.html" class="tsd-kind-icon">Face<wbr/>Iris<wbr/>Config</a><ul><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceIrisConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceIrisConfig.html#modelPath" class="tsd-kind-icon">model<wbr/>Path</a></li></ul></li></ul></nav></div></div></div><footer class=""><div class="container"><h2>Legend</h2><div class="tsd-legend-group"><ul class="tsd-legend"><li class="tsd-kind-constructor tsd-parent-kind-class"><span class="tsd-kind-icon">Constructor</span></li><li class="tsd-kind-property tsd-parent-kind-class"><span class="tsd-kind-icon">Property</span></li><li class="tsd-kind-method tsd-parent-kind-class"><span class="tsd-kind-icon">Method</span></li></ul><ul class="tsd-legend"><li class="tsd-kind-property tsd-parent-kind-interface"><span class="tsd-kind-icon">Property</span></li></ul></div><h2>Settings</h2><p>Theme <select id="theme"><option value="os">OS</option><option value="light">Light</option><option value="dark">Dark</option></select></p></div></footer><div class="overlay"></div><script src="../assets/main.js"></script></body></html>

typedoc/interfaces/FaceMeshConfig.html

@@ -1,3 +1,3 @@
-<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>FaceMeshConfig | @vladmandic/human - v2.3.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.1"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.3.1</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.3.1</a></li><li><a href="FaceMeshConfig.html">FaceMeshConfig</a></li></ul><h1>Interface FaceMeshConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
+<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>FaceMeshConfig | @vladmandic/human - v2.3.2</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.2"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.3.2</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.3.2</a></li><li><a href="FaceMeshConfig.html">FaceMeshConfig</a></li></ul><h1>Interface FaceMeshConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Mesh part of face configuration</p>
 </div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><span class="target">FaceMeshConfig</span></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceMeshConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceMeshConfig.html#modelPath" class="tsd-kind-icon">model<wbr/>Path</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="enabled" class="tsd-anchor"></a><h3>enabled</h3><div class="tsd-signature tsd-kind-icon">enabled<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L17">config.ts:17</a></li></ul></aside></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="modelPath" class="tsd-anchor"></a><h3>model<wbr/>Path</h3><div class="tsd-signature tsd-kind-icon">model<wbr/>Path<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">string</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L18">config.ts:18</a></li></ul></aside></section></section></div><div class="col-4 col-menu menu-sticky-wrap menu-highlight"><nav class="tsd-navigation primary"><ul><li class=""><a href="../index.html">Exports</a></li></ul></nav><nav class="tsd-navigation secondary menu-sticky"><ul><li class="current tsd-kind-interface"><a href="FaceMeshConfig.html" class="tsd-kind-icon">Face<wbr/>Mesh<wbr/>Config</a><ul><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceMeshConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceMeshConfig.html#modelPath" class="tsd-kind-icon">model<wbr/>Path</a></li></ul></li></ul></nav></div></div></div><footer class=""><div class="container"><h2>Legend</h2><div class="tsd-legend-group"><ul class="tsd-legend"><li class="tsd-kind-constructor tsd-parent-kind-class"><span class="tsd-kind-icon">Constructor</span></li><li class="tsd-kind-property tsd-parent-kind-class"><span class="tsd-kind-icon">Property</span></li><li class="tsd-kind-method tsd-parent-kind-class"><span class="tsd-kind-icon">Method</span></li></ul><ul class="tsd-legend"><li class="tsd-kind-property tsd-parent-kind-interface"><span class="tsd-kind-icon">Property</span></li></ul></div><h2>Settings</h2><p>Theme <select id="theme"><option value="os">OS</option><option value="light">Light</option><option value="dark">Dark</option></select></p></div></footer><div class="overlay"></div><script src="../assets/main.js"></script></body></html>

typedoc/interfaces/FaceResult.html

@@ -1,4 +1,4 @@
-<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>FaceResult | @vladmandic/human - v2.3.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.1"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.3.1</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.3.1</a></li><li><a href="FaceResult.html">FaceResult</a></li></ul><h1>Interface FaceResult</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
+<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>FaceResult | @vladmandic/human - v2.3.2</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.2"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.3.2</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.3.2</a></li><li><a href="FaceResult.html">FaceResult</a></li></ul><h1>Interface FaceResult</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Face results
 Combined results of face detector, face mesh, age, gender, emotion, embedding, iris models
 Some values may be null if specific model is not enabled</p>

typedoc/interfaces/FilterConfig.html

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-<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>FilterConfig | @vladmandic/human - v2.3.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.1"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.3.1</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.3.1</a></li><li><a href="FilterConfig.html">FilterConfig</a></li></ul><h1>Interface FilterConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
+<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>FilterConfig | @vladmandic/human - v2.3.2</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.2"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.3.2</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.3.2</a></li><li><a href="FilterConfig.html">FilterConfig</a></li></ul><h1>Interface FilterConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Run input through image filters before inference</p>
 <ul>
 <li>available only in Browser environments</li>

typedoc/interfaces/GestureConfig.html

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-<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>GestureConfig | @vladmandic/human - v2.3.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.1"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.3.1</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.3.1</a></li><li><a href="GestureConfig.html">GestureConfig</a></li></ul><h1>Interface GestureConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
+<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>GestureConfig | @vladmandic/human - v2.3.2</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.2"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.3.2</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.3.2</a></li><li><a href="GestureConfig.html">GestureConfig</a></li></ul><h1>Interface GestureConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Controlls gesture detection</p>
 </div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><span class="target">GestureConfig</span></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface"><a href="GestureConfig.html#enabled" class="tsd-kind-icon">enabled</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="enabled" class="tsd-anchor"></a><h3>enabled</h3><div class="tsd-signature tsd-kind-icon">enabled<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">boolean</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L215">config.ts:215</a></li></ul></aside></section></section></div><div class="col-4 col-menu menu-sticky-wrap menu-highlight"><nav class="tsd-navigation primary"><ul><li class=""><a href="../index.html">Exports</a></li></ul></nav><nav class="tsd-navigation secondary menu-sticky"><ul><li class="current tsd-kind-interface"><a href="GestureConfig.html" class="tsd-kind-icon">Gesture<wbr/>Config</a><ul><li class="tsd-kind-property tsd-parent-kind-interface"><a href="GestureConfig.html#enabled" class="tsd-kind-icon">enabled</a></li></ul></li></ul></nav></div></div></div><footer class=""><div class="container"><h2>Legend</h2><div class="tsd-legend-group"><ul class="tsd-legend"><li class="tsd-kind-constructor tsd-parent-kind-class"><span class="tsd-kind-icon">Constructor</span></li><li class="tsd-kind-property tsd-parent-kind-class"><span class="tsd-kind-icon">Property</span></li><li class="tsd-kind-method tsd-parent-kind-class"><span class="tsd-kind-icon">Method</span></li></ul><ul class="tsd-legend"><li class="tsd-kind-property tsd-parent-kind-interface"><span class="tsd-kind-icon">Property</span></li></ul></div><h2>Settings</h2><p>Theme <select id="theme"><option value="os">OS</option><option value="light">Light</option><option value="dark">Dark</option></select></p></div></footer><div class="overlay"></div><script src="../assets/main.js"></script></body></html>

typedoc/interfaces/HandConfig.html

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-<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>HandConfig | @vladmandic/human - v2.3.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.1"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.3.1</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.3.1</a></li><li><a href="HandConfig.html">HandConfig</a></li></ul><h1>Interface HandConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
+<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>HandConfig | @vladmandic/human - v2.3.2</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.2"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.3.2</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.3.2</a></li><li><a href="HandConfig.html">HandConfig</a></li></ul><h1>Interface HandConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Controlls and configures all hand detection specific options</p>
 </div><div><p>Parameters:</p>
 <ul>

typedoc/interfaces/HandResult.html

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-<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>HandResult | @vladmandic/human - v2.3.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.1"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.3.1</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.3.1</a></li><li><a href="HandResult.html">HandResult</a></li></ul><h1>Interface HandResult</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
+<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>HandResult | @vladmandic/human - v2.3.2</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.2"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.3.2</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.3.2</a></li><li><a href="HandResult.html">HandResult</a></li></ul><h1>Interface HandResult</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Hand results</p>
 </div><div><p>Each result has:</p>
 <ul>

typedoc/interfaces/ObjectConfig.html

@@ -1,4 +1,4 @@
-<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>ObjectConfig | @vladmandic/human - v2.3.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.1"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.3.1</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.3.1</a></li><li><a href="ObjectConfig.html">ObjectConfig</a></li></ul><h1>Interface ObjectConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
+<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>ObjectConfig | @vladmandic/human - v2.3.2</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.2"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.3.2</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.3.2</a></li><li><a href="ObjectConfig.html">ObjectConfig</a></li></ul><h1>Interface ObjectConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Controlls and configures all object detection specific options</p>
 <ul>
 <li>enabled: true/false</li>

typedoc/interfaces/ObjectResult.html

@@ -1,4 +1,4 @@
-<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>ObjectResult | @vladmandic/human - v2.3.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.1"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.3.1</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.3.1</a></li><li><a href="ObjectResult.html">ObjectResult</a></li></ul><h1>Interface ObjectResult</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
+<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>ObjectResult | @vladmandic/human - v2.3.2</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.2"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.3.2</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.3.2</a></li><li><a href="ObjectResult.html">ObjectResult</a></li></ul><h1>Interface ObjectResult</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Object results</p>
 </div><div><p>Array of individual results with one object per detected gesture
 Each result has:</p>

typedoc/interfaces/PersonResult.html

@@ -1,4 +1,4 @@
-<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>PersonResult | @vladmandic/human - v2.3.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.1"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.3.1</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.3.1</a></li><li><a href="PersonResult.html">PersonResult</a></li></ul><h1>Interface PersonResult</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
+<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>PersonResult | @vladmandic/human - v2.3.2</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.2"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.3.2</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.3.2</a></li><li><a href="PersonResult.html">PersonResult</a></li></ul><h1>Interface PersonResult</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Person getter</p>
 </div><dl class="tsd-comment-tags"><dt>interface</dt><dd><p>Person Interface</p>
 <p>Each result has:</p>

typedoc/interfaces/Result.html

@@ -1,4 +1,4 @@
-<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Result | @vladmandic/human - v2.3.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.1"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.3.1</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.3.1</a></li><li><a href="Result.html">Result</a></li></ul><h1>Interface Result</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
+<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Result | @vladmandic/human - v2.3.2</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.2"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.3.2</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.3.2</a></li><li><a href="Result.html">Result</a></li></ul><h1>Interface Result</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Result interface definition for <strong>Human</strong> library</p>
 </div><div><p>Contains all possible detection results</p>
 </div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><span class="target">Result</span></li></ul></section><section class="tsd-panel-group tsd-index-group"><h2>Index</h2><section class="tsd-panel tsd-index-panel"><div class="tsd-index-content"><section class="tsd-index-section "><h3>Properties</h3><ul class="tsd-index-list"><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Result.html#body" class="tsd-kind-icon">body</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Result.html#canvas" class="tsd-kind-icon">canvas</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Result.html#face" class="tsd-kind-icon">face</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Result.html#gesture" class="tsd-kind-icon">gesture</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Result.html#hand" class="tsd-kind-icon">hand</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Result.html#object" class="tsd-kind-icon">object</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Result.html#performance" class="tsd-kind-icon">performance</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Result.html#persons" class="tsd-kind-icon">persons</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="Result.html#timestamp" class="tsd-kind-icon">timestamp</a></li></ul></section></div></section></section><section class="tsd-panel-group tsd-member-group "><h2>Properties</h2><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="body" class="tsd-anchor"></a><h3>body</h3><div class="tsd-signature tsd-kind-icon">body<span class="tsd-signature-symbol">:</span> <a href="BodyResult.html" class="tsd-signature-type" data-tsd-kind="Interface">BodyResult</a><span class="tsd-signature-symbol">[]</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/result.ts#L187">result.ts:187</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">

typedoc/interfaces/SegmentationConfig.html

@@ -1,4 +1,4 @@
-<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>SegmentationConfig | @vladmandic/human - v2.3.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.1"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.3.1</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.3.1</a></li><li><a href="SegmentationConfig.html">SegmentationConfig</a></li></ul><h1>Interface SegmentationConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
+<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>SegmentationConfig | @vladmandic/human - v2.3.2</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.2"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><header><div class="tsd-page-toolbar"><div class="container"><div class="table-wrap"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget search no-caption">Search</label><input type="text" id="tsd-search-field"/></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v2.3.2</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.3.2</a></li><li><a href="SegmentationConfig.html">SegmentationConfig</a></li></ul><h1>Interface SegmentationConfig</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Controlls and configures all body segmentation module
 removes background from input containing person
 if segmentation is enabled it will run as preprocessing task before any other model

types/dist/tfjs.esm.d.ts

@@ -2155,6 +2155,7 @@ export namespace webgl {
     export { forceHalfFloat };
 }
 declare var webgl_util_exports: {};
+declare var webgpu_exports: {};
 export function where(...args: any[]): any;
 export namespace where { }
 export function whereAsync(condition: any): Promise<any>;
@@ -2568,5 +2569,5 @@ declare var OptimizerConstructors: {
         getClassName(): any;
     };
 };
-export { add2 as add, backend_util_exports as backend_util, browser_exports as browser, exports_constraints_exports as constraints, dist_exports as data, device_util_exports as device_util, fused_ops_exports as fused, gather_nd_util_exports as gather_util, gpgpu_util_exports as gpgpu_util, exports_initializers_exports as initializers, io_exports as io, isFinite2 as isFinite, isNaN2 as isNaN, kernel_impls_exports as kernel_impls, exports_layers_exports as layers, log5 as log, math_exports as math, exports_metrics_exports as metrics, exports_models_exports as models, ones2 as ones, print2 as print, exports_regularizers_exports as regularizers, round2 as round, scatter_nd_util_exports as scatter_util, serialization_exports as serialization, slice_util_exports as slice_util, sum2 as sum, tanh2 as tanh, tensor_util_exports as tensor_util, test_util_exports as test_util, util_exports as util, version92 as version, version3 as version_converter, version as version_core, version2 as version_layers, version8 as version_wasm, version5 as version_webgl, webgl_util_exports as webgl_util };
+export { add2 as add, backend_util_exports as backend_util, browser_exports as browser, exports_constraints_exports as constraints, dist_exports as data, device_util_exports as device_util, fused_ops_exports as fused, gather_nd_util_exports as gather_util, gpgpu_util_exports as gpgpu_util, exports_initializers_exports as initializers, io_exports as io, isFinite2 as isFinite, isNaN2 as isNaN, kernel_impls_exports as kernel_impls, exports_layers_exports as layers, log5 as log, math_exports as math, exports_metrics_exports as metrics, exports_models_exports as models, ones2 as ones, print2 as print, exports_regularizers_exports as regularizers, round2 as round, scatter_nd_util_exports as scatter_util, serialization_exports as serialization, slice_util_exports as slice_util, sum2 as sum, tanh2 as tanh, tensor_util_exports as tensor_util, test_util_exports as test_util, util_exports as util, version92 as version, version3 as version_converter, version as version_core, version2 as version_layers, version8 as version_wasm, version5 as version_webgl, webgl_util_exports as webgl_util, webgpu_exports as webgpu };
 //# sourceMappingURL=tfjs.esm.d.ts.map

types/src/body/blazepose.d.ts.map

@@ -1 +1 @@
-{"version":3,"file":"blazepose.d.ts","sourceRoot":"","sources":["../../../src/body/blazepose.ts"],"names":[],"mappings":"AAAA;;GAEG;AAIH,OAAO,KAAK,EAAgB,UAAU,EAAc,MAAM,WAAW,CAAC;AACtE,OAAO,KAAK,EAAE,UAAU,EAAE,MAAM,EAAE,MAAM,eAAe,CAAC;AACxD,OAAO,KAAK,EAAE,MAAM,EAAE,MAAM,WAAW,CAAC;AAWxC,wBAAsB,UAAU,CAAC,MAAM,EAAE,MAAM,GAAG,OAAO,CAAC,UAAU,CAAC,CAWpE;AAED,wBAAsB,QAAQ,CAAC,MAAM,EAAE,MAAM,GAAG,OAAO,CAAC,UAAU,CAAC,CAalE;AAED,wBAAsB,IAAI,CAAC,MAAM,EAAE,MAAM,GAAG,OAAO,CAAC,CAAC,UAAU,GAAG,IAAI,EAAE,UAAU,GAAG,IAAI,CAAC,CAAC,CAI1F;AA4FD,wBAAsB,OAAO,CAAC,KAAK,EAAE,MAAM,EAAE,MAAM,EAAE,MAAM,GAAG,OAAO,CAAC,UAAU,EAAE,CAAC,CAUlF"}
+{"version":3,"file":"blazepose.d.ts","sourceRoot":"","sources":["../../../src/body/blazepose.ts"],"names":[],"mappings":"AAAA;;GAEG;AAIH,OAAO,KAAK,EAAgB,UAAU,EAAc,MAAM,WAAW,CAAC;AACtE,OAAO,KAAK,EAAE,UAAU,EAAE,MAAM,EAAE,MAAM,eAAe,CAAC;AACxD,OAAO,KAAK,EAAE,MAAM,EAAE,MAAM,WAAW,CAAC;AAWxC,wBAAsB,UAAU,CAAC,MAAM,EAAE,MAAM,GAAG,OAAO,CAAC,UAAU,CAAC,CAWpE;AAED,wBAAsB,QAAQ,CAAC,MAAM,EAAE,MAAM,GAAG,OAAO,CAAC,UAAU,CAAC,CAalE;AAED,wBAAsB,IAAI,CAAC,MAAM,EAAE,MAAM,GAAG,OAAO,CAAC,CAAC,UAAU,GAAG,IAAI,EAAE,UAAU,GAAG,IAAI,CAAC,CAAC,CAI1F;AA4FD,wBAAsB,OAAO,CAAC,KAAK,EAAE,MAAM,EAAE,MAAM,EAAE,MAAM,GAAG,OAAO,CAAC,UAAU,EAAE,CAAC,CAelF"}

types/src/body/blazeposecoords.d.ts

@@ -1,12 +1,3 @@
-export declare const kpt: string[];
+export declare const kpt: Array<string>;
-export declare const connected: {
+export declare const connected: Record<string, string[]>;
-    leftLeg: string[];
-    rightLeg: string[];
-    torso: string[];
-    leftArm: string[];
-    rightArm: string[];
-    leftHand: never[];
-    rightHand: never[];
-    head: never[];
-};
 //# sourceMappingURL=blazeposecoords.d.ts.map

types/src/body/blazeposecoords.d.ts.map

@@ -1 +1 @@
-{"version":3,"file":"blazeposecoords.d.ts","sourceRoot":"","sources":["../../../src/body/blazeposecoords.ts"],"names":[],"mappings":"AAEA,eAAO,MAAM,GAAG,UAwCf,CAAC;AAEF,eAAO,MAAM,SAAS;;;;;;;;;CASrB,CAAC"}
+{"version":3,"file":"blazeposecoords.d.ts","sourceRoot":"","sources":["../../../src/body/blazeposecoords.ts"],"names":[],"mappings":"AAEA,eAAO,MAAM,GAAG,EAAE,KAAK,CAAC,MAAM,CAwC7B,CAAC;AAEF,eAAO,MAAM,SAAS,EAAE,MAAM,CAAC,MAAM,EAAE,MAAM,EAAE,CAS9C,CAAC"}

types/src/body/efficientpose.d.ts.map

@@ -1 +1 @@
-{"version":3,"file":"efficientpose.d.ts","sourceRoot":"","sources":["../../../src/body/efficientpose.ts"],"names":[],"mappings":"AAAA;;;;GAIG;AAKH,OAAO,KAAK,EAAgB,UAAU,EAAc,MAAM,WAAW,CAAC;AACtE,OAAO,KAAK,EAAE,UAAU,EAAE,MAAM,EAAE,MAAM,eAAe,CAAC;AACxD,OAAO,KAAK,EAAE,MAAM,EAAE,MAAM,WAAW,CAAC;AAWxC,wBAAsB,IAAI,CAAC,MAAM,EAAE,MAAM,GAAG,OAAO,CAAC,UAAU,CAAC,CAQ9D;AAmBD,wBAAsB,OAAO,CAAC,KAAK,EAAE,MAAM,EAAE,MAAM,EAAE,MAAM,GAAG,OAAO,CAAC,UAAU,EAAE,CAAC,CA4ElF"}
+{"version":3,"file":"efficientpose.d.ts","sourceRoot":"","sources":["../../../src/body/efficientpose.ts"],"names":[],"mappings":"AAAA;;;;GAIG;AAKH,OAAO,KAAK,EAAE,UAAU,EAAS,MAAM,WAAW,CAAC;AACnD,OAAO,KAAK,EAAE,UAAU,EAAE,MAAM,EAAE,MAAM,eAAe,CAAC;AACxD,OAAO,KAAK,EAAE,MAAM,EAAE,MAAM,WAAW,CAAC;AAaxC,wBAAsB,IAAI,CAAC,MAAM,EAAE,MAAM,GAAG,OAAO,CAAC,UAAU,CAAC,CAQ9D;AAmBD,wBAAsB,OAAO,CAAC,KAAK,EAAE,MAAM,EAAE,MAAM,EAAE,MAAM,GAAG,OAAO,CAAC,UAAU,EAAE,CAAC,CAgFlF"}

types/src/body/efficientposecoords.d.ts

@@ -1,10 +1,3 @@
-export declare const kpt: string[];
+export declare const kpt: Array<string>;
-export declare const connected: {
+export declare const connected: Record<string, string[]>;
-    leftLeg: string[];
-    rightLeg: string[];
-    torso: string[];
-    leftArm: string[];
-    rightArm: string[];
-    head: never[];
-};
 //# sourceMappingURL=efficientposecoords.d.ts.map

types/src/body/efficientposecoords.d.ts.map

@@ -1 +1 @@
-{"version":3,"file":"efficientposecoords.d.ts","sourceRoot":"","sources":["../../../src/body/efficientposecoords.ts"],"names":[],"mappings":"AAAA,eAAO,MAAM,GAAG,UAiBf,CAAC;AAEF,eAAO,MAAM,SAAS;;;;;;;CAOrB,CAAC"}
+{"version":3,"file":"efficientposecoords.d.ts","sourceRoot":"","sources":["../../../src/body/efficientposecoords.ts"],"names":[],"mappings":"AAAA,eAAO,MAAM,GAAG,EAAE,KAAK,CAAC,MAAM,CAiB7B,CAAC;AAEF,eAAO,MAAM,SAAS,EAAE,MAAM,CAAC,MAAM,EAAE,MAAM,EAAE,CAO9C,CAAC"}

types/src/body/movenet.d.ts.map

@@ -1 +1 @@
-{"version":3,"file":"movenet.d.ts","sourceRoot":"","sources":["../../../src/body/movenet.ts"],"names":[],"mappings":"AAAA;;;;GAIG;AAMH,OAAO,KAAK,EAAgB,UAAU,EAAc,MAAM,WAAW,CAAC;AACtE,OAAO,KAAK,EAAE,UAAU,EAAE,MAAM,EAAE,MAAM,eAAe,CAAC;AACxD,OAAO,KAAK,EAAE,MAAM,EAAE,MAAM,WAAW,CAAC;AAWxC,wBAAsB,IAAI,CAAC,MAAM,EAAE,MAAM,GAAG,OAAO,CAAC,UAAU,CAAC,CAW9D;AA4GD,wBAAsB,OAAO,CAAC,KAAK,EAAE,MAAM,EAAE,MAAM,EAAE,MAAM,GAAG,OAAO,CAAC,UAAU,EAAE,CAAC,CA2ClF"}
+{"version":3,"file":"movenet.d.ts","sourceRoot":"","sources":["../../../src/body/movenet.ts"],"names":[],"mappings":"AAAA;;;;GAIG;AAMH,OAAO,KAAK,EAAgB,UAAU,EAAc,MAAM,WAAW,CAAC;AACtE,OAAO,KAAK,EAAE,UAAU,EAAE,MAAM,EAAE,MAAM,eAAe,CAAC;AACxD,OAAO,KAAK,EAAE,MAAM,EAAE,MAAM,WAAW,CAAC;AAmBxC,wBAAsB,IAAI,CAAC,MAAM,EAAE,MAAM,GAAG,OAAO,CAAC,UAAU,CAAC,CAW9D;AAqGD,wBAAsB,OAAO,CAAC,KAAK,EAAE,MAAM,EAAE,MAAM,EAAE,MAAM,GAAG,OAAO,CAAC,UAAU,EAAE,CAAC,CA+ClF"}

types/src/body/movenetcoords.d.ts

@@ -1,10 +1,4 @@
-export declare const kpt: string[];
+export declare const kpt: Array<string>;
-export declare const connected: {
+export declare const pairs: Array<string[]>;
-    leftLeg: string[];
+export declare const connected: Record<string, string[]>;
-    rightLeg: string[];
-    torso: string[];
-    leftArm: string[];
-    rightArm: string[];
-    head: never[];
-};
 //# sourceMappingURL=movenetcoords.d.ts.map

types/src/body/movenetcoords.d.ts.map

@@ -1 +1 @@
-{"version":3,"file":"movenetcoords.d.ts","sourceRoot":"","sources":["../../../src/body/movenetcoords.ts"],"names":[],"mappings":"AAAA,eAAO,MAAM,GAAG,UAkBf,CAAC;AAEF,eAAO,MAAM,SAAS;;;;;;;CAOrB,CAAC"}
+{"version":3,"file":"movenetcoords.d.ts","sourceRoot":"","sources":["../../../src/body/movenetcoords.ts"],"names":[],"mappings":"AAAA,eAAO,MAAM,GAAG,EAAE,KAAK,CAAC,MAAM,CAkB7B,CAAC;AAEF,eAAO,MAAM,KAAK,EAAE,KAAK,CAAC,MAAM,EAAE,CASjC,CAAC;AAEF,eAAO,MAAM,SAAS,EAAE,MAAM,CAAC,MAAM,EAAE,MAAM,EAAE,CAO9C,CAAC"}

types/src/body/posenet.d.ts.map

@@ -1 +1 @@
-{"version":3,"file":"posenet.d.ts","sourceRoot":"","sources":["../../../src/body/posenet.ts"],"names":[],"mappings":"AAAA;;;;GAIG;AAIH,OAAO,KAAK,EAAE,UAAU,EAAE,GAAG,EAAE,MAAM,WAAW,CAAC;AACjD,OAAO,KAAK,EAAE,MAAM,EAAE,UAAU,EAAE,MAAM,eAAe,CAAC;AACxD,OAAO,KAAK,EAAE,MAAM,EAAE,MAAM,WAAW,CAAC;AAExC,OAAO,KAAK,KAAK,MAAM,gBAAgB,CAAC;AAsCxC,wBAAgB,UAAU,CAAC,IAAI,KAAA,EAAE,MAAM,KAAA,EAAE,OAAO,KAAA,EAAE,gBAAgB,KAAA,EAAE,gBAAgB,KAAA,SA+BnF;AAqBD,wBAAgB,uBAAuB,CAAC,aAAa,KAAA,EAAE,MAAM,KAAA,iBAe5D;AAkBD,wBAAgB,MAAM,CAAC,OAAO,KAAA,EAAE,MAAM,KAAA,EAAE,gBAAgB,KAAA,EAAE,gBAAgB,KAAA,EAAE,WAAW,KAAA,EAAE,aAAa,KAAA;;;WACnD,MAAM;IAmBxD;AAED,wBAAsB,OAAO,CAAC,KAAK,EAAE,MAAM,EAAE,MAAM,EAAE,MAAM,GAAG,OAAO,CAAC,UAAU,EAAE,CAAC,CAkBlF;AAED,wBAAsB,IAAI,CAAC,MAAM,EAAE,MAAM,GAAG,OAAO,CAAC,UAAU,CAAC,CAO9D"}
+{"version":3,"file":"posenet.d.ts","sourceRoot":"","sources":["../../../src/body/posenet.ts"],"names":[],"mappings":"AAAA;;;;GAIG;AAIH,OAAO,KAAK,EAAE,UAAU,EAAE,GAAG,EAAE,MAAM,WAAW,CAAC;AACjD,OAAO,KAAK,EAAE,MAAM,EAAE,UAAU,EAAE,MAAM,eAAe,CAAC;AACxD,OAAO,KAAK,EAAE,MAAM,EAAE,MAAM,WAAW,CAAC;AAExC,OAAO,KAAK,KAAK,MAAM,gBAAgB,CAAC;AAsCxC,wBAAgB,UAAU,CAAC,IAAI,KAAA,EAAE,MAAM,KAAA,EAAE,OAAO,KAAA,EAAE,gBAAgB,KAAA,EAAE,gBAAgB,KAAA,SA+BnF;AAqBD,wBAAgB,uBAAuB,CAAC,aAAa,KAAA,EAAE,MAAM,KAAA,iBAe5D;AAkBD,wBAAgB,MAAM,CAAC,OAAO,KAAA,EAAE,MAAM,KAAA,EAAE,gBAAgB,KAAA,EAAE,gBAAgB,KAAA,EAAE,WAAW,KAAA,EAAE,aAAa,KAAA;;;WACnD,MAAM;IAmBxD;AAED,wBAAsB,OAAO,CAAC,KAAK,EAAE,MAAM,EAAE,MAAM,EAAE,MAAM,GAAG,OAAO,CAAC,UAAU,EAAE,CAAC,CAqBlF;AAED,wBAAsB,IAAI,CAAC,MAAM,EAAE,MAAM,GAAG,OAAO,CAAC,UAAU,CAAC,CAO9D"}

types/src/face/facemesh.d.ts

@@ -12,5 +12,5 @@ import type { Config } from '../config';
 export declare function predict(input: Tensor, config: Config): Promise<FaceResult[]>;
 export declare function load(config: Config): Promise<GraphModel>;
 export declare const triangulation: number[];
-export declare const uvmap: number[][];
+export declare const uvmap: [number, number][];
 //# sourceMappingURL=facemesh.d.ts.map

types/src/face/facemesh.d.ts.map

@@ -1 +1 @@
-{"version":3,"file":"facemesh.d.ts","sourceRoot":"","sources":["../../../src/face/facemesh.ts"],"names":[],"mappings":"AAAA;;;;;;;GAOG;AAQH,OAAO,KAAK,EAAE,UAAU,EAAE,MAAM,EAAE,MAAM,eAAe,CAAC;AACxD,OAAO,KAAK,EAAE,UAAU,EAAS,MAAM,WAAW,CAAC;AACnD,OAAO,KAAK,EAAE,MAAM,EAAE,MAAM,WAAW,CAAC;AAUxC,wBAAsB,OAAO,CAAC,KAAK,EAAE,MAAM,EAAE,MAAM,EAAE,MAAM,GAAG,OAAO,CAAC,UAAU,EAAE,CAAC,CA+FlF;AAED,wBAAsB,IAAI,CAAC,MAAM,EAAE,MAAM,GAAG,OAAO,CAAC,UAAU,CAAC,CAU9D;AAED,eAAO,MAAM,aAAa,UAAgB,CAAC;AAC3C,eAAO,MAAM,KAAK,YAAe,CAAC"}
+{"version":3,"file":"facemesh.d.ts","sourceRoot":"","sources":["../../../src/face/facemesh.ts"],"names":[],"mappings":"AAAA;;;;;;;GAOG;AAQH,OAAO,KAAK,EAAE,UAAU,EAAE,MAAM,EAAE,MAAM,eAAe,CAAC;AACxD,OAAO,KAAK,EAAE,UAAU,EAAS,MAAM,WAAW,CAAC;AACnD,OAAO,KAAK,EAAE,MAAM,EAAE,MAAM,WAAW,CAAC;AAUxC,wBAAsB,OAAO,CAAC,KAAK,EAAE,MAAM,EAAE,MAAM,EAAE,MAAM,GAAG,OAAO,CAAC,UAAU,EAAE,CAAC,CA+FlF;AAED,wBAAsB,IAAI,CAAC,MAAM,EAAE,MAAM,GAAG,OAAO,CAAC,UAAU,CAAC,CAU9D;AAED,eAAO,MAAM,aAAa,UAAgB,CAAC;AAC3C,eAAO,MAAM,KAAK,oBAAe,CAAC"}

types/src/face/facemeshcoords.d.ts

@@ -2,67 +2,22 @@
  * BlazeFace, FaceMesh & Iris model implementation
  * See `facemesh.ts` for entry point
  */
-export declare const meshAnnotations: {
+export declare const meshAnnotations: Record<string, number[]>;
-    silhouette: number[];
+export declare const meshLandmarks: Record<string, number | number[]>;
-    lipsUpperOuter: number[];
+export declare const blazeFaceLandmarks: Record<string, number | number[]>;
-    lipsLowerOuter: number[];
+export declare const MESH_TO_IRIS_INDICES_MAP: Array<{
-    lipsUpperInner: number[];
-    lipsLowerInner: number[];
-    rightEyeUpper0: number[];
-    rightEyeLower0: number[];
-    rightEyeUpper1: number[];
-    rightEyeLower1: number[];
-    rightEyeUpper2: number[];
-    rightEyeLower2: number[];
-    rightEyeLower3: number[];
-    rightEyebrowUpper: number[];
-    rightEyebrowLower: number[];
-    rightEyeIris: number[];
-    leftEyeUpper0: number[];
-    leftEyeLower0: number[];
-    leftEyeUpper1: number[];
-    leftEyeLower1: number[];
-    leftEyeUpper2: number[];
-    leftEyeLower2: number[];
-    leftEyeLower3: number[];
-    leftEyebrowUpper: number[];
-    leftEyebrowLower: number[];
-    leftEyeIris: number[];
-    midwayBetweenEyes: number[];
-    noseTip: number[];
-    noseBottom: number[];
-    noseRightCorner: number[];
-    noseLeftCorner: number[];
-    rightCheek: number[];
-    leftCheek: number[];
-};
-export declare const meshLandmarks: {
-    count: number;
-    mouth: number;
-    symmetryLine: number[];
-};
-export declare const blazeFaceLandmarks: {
-    leftEye: number;
-    rightEye: number;
-    nose: number;
-    mouth: number;
-    leftEar: number;
-    rightEar: number;
-    symmetryLine: number[];
-};
-export declare const MESH_TO_IRIS_INDICES_MAP: {
     key: string;
     indices: number[];
-}[];
+}>;
-export declare const UV468: number[][];
+export declare const UV468: [number, number][];
-export declare const TRI468: number[];
+export declare const TRI468: Array<number>;
-export declare const TRI68: number[];
+export declare const TRI68: Array<number>;
-export declare const TRI33: number[];
+export declare const TRI33: Array<number>;
-export declare const TRI7: number[];
+export declare const TRI7: Array<number>;
-export declare const VTX68: number[];
+export declare const VTX68: Array<number>;
-export declare const VTX33: number[];
+export declare const VTX33: Array<number>;
-export declare const VTX7: number[];
+export declare const VTX7: Array<number>;
-export declare const UV68: number[][];
+export declare const UV68: [number, number][];
-export declare const UV33: number[][];
+export declare const UV33: [number, number][];
-export declare const UV7: number[][];
+export declare const UV7: [number, number][];
 //# sourceMappingURL=facemeshcoords.d.ts.map

types/src/face/facemeshcoords.d.ts.map

@@ -1 +1 @@
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types/src/hand/handtrack.d.ts.map

@@ -1 +1 @@
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+{"version":3,"file":"handtrack.d.ts","sourceRoot":"","sources":["../../../src/hand/handtrack.ts"],"names":[],"mappings":"AAAA;;;;;;GAMG;AAKH,OAAO,KAAK,EAAE,UAAU,EAAc,MAAM,WAAW,CAAC;AACxD,OAAO,KAAK,EAAE,UAAU,EAAE,MAAM,EAAE,MAAM,eAAe,CAAC;AACxD,OAAO,KAAK,EAAE,MAAM,EAAE,MAAM,WAAW,CAAC;AA8CxC,wBAAsB,UAAU,CAAC,MAAM,EAAE,MAAM,GAAG,OAAO,CAAC,UAAU,CAAC,CAepE;AAED,wBAAsB,YAAY,CAAC,MAAM,EAAE,MAAM,GAAG,OAAO,CAAC,UAAU,CAAC,CAWtE;AAED,wBAAsB,IAAI,CAAC,MAAM,EAAE,MAAM,GAAG,OAAO,CAAC,CAAC,UAAU,GAAG,IAAI,EAAE,UAAU,GAAG,IAAI,CAAC,CAAC,CAI1F;AA0FD,wBAAsB,OAAO,CAAC,KAAK,EAAE,MAAM,EAAE,MAAM,EAAE,MAAM,GAAG,OAAO,CAAC,UAAU,EAAE,CAAC,CAsClF"}

types/src/human.d.ts

@@ -158,7 +158,7 @@ export declare class Human {
      * @param input: {@link Input}
      * @returns { tensor, canvas }
      */
-    image(input: Input): {
+    image(input: Input, getTensor?: boolean): {
         tensor: Tensor<import("@tensorflow/tfjs-core").Rank> | null;
         canvas: HTMLCanvasElement | OffscreenCanvas | null;
     };

types/src/human.d.ts.map

@@ -1 +1 @@
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types/src/image/image.d.ts

@@ -6,7 +6,8 @@ import type { Config } from '../config';
 import { env } from '../util/env';
 export declare type Input = Tensor | ImageData | ImageBitmap | HTMLImageElement | HTMLMediaElement | HTMLVideoElement | HTMLCanvasElement | OffscreenCanvas | typeof Image | typeof env.Canvas;
 export declare function canvas(width: any, height: any): HTMLCanvasElement | OffscreenCanvas;
-export declare function process(input: Input, config: Config): {
+export declare function copy(input: HTMLCanvasElement | OffscreenCanvas, output?: HTMLCanvasElement | OffscreenCanvas): HTMLCanvasElement | OffscreenCanvas;
+export declare function process(input: Input, config: Config, getTensor?: boolean): {
     tensor: Tensor | null;
     canvas: OffscreenCanvas | HTMLCanvasElement | null;
 };

types/src/image/image.d.ts.map

@@ -1 +1 @@
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+{"version":3,"file":"image.d.ts","sourceRoot":"","sources":["../../../src/image/image.ts"],"names":[],"mappings":"AAAA;;GAEG;AAIH,OAAO,KAAK,EAAE,MAAM,EAAE,MAAM,eAAe,CAAC;AAC5C,OAAO,KAAK,EAAE,MAAM,EAAE,MAAM,WAAW,CAAC;AACxC,OAAO,EAAE,GAAG,EAAE,MAAM,aAAa,CAAC;AAGlC,oBAAY,KAAK,GAAG,MAAM,GAAG,SAAS,GAAG,WAAW,GAAG,gBAAgB,GAAG,gBAAgB,GAAG,gBAAgB,GAAG,iBAAiB,GAAG,eAAe,GAAG,OAAO,KAAK,GAAG,OAAO,GAAG,CAAC,MAAM,CAAC;AAUvL,wBAAgB,MAAM,CAAC,KAAK,KAAA,EAAE,MAAM,KAAA,GAAG,iBAAiB,GAAG,eAAe,CAkBzE;AAED,wBAAgB,IAAI,CAAC,KAAK,EAAE,iBAAiB,GAAG,eAAe,EAAE,MAAM,CAAC,EAAE,iBAAiB,GAAG,eAAe,uCAK5G;AAKD,wBAAgB,OAAO,CAAC,KAAK,EAAE,KAAK,EAAE,MAAM,EAAE,MAAM,EAAE,SAAS,GAAE,OAAc,GAAG;IAAE,MAAM,EAAE,MAAM,GAAG,IAAI,CAAC;IAAC,MAAM,EAAE,eAAe,GAAG,iBAAiB,GAAG,IAAI,CAAA;CAAE,CA4J9J;AAkCD,wBAAsB,IAAI,CAAC,MAAM,KAAA,EAAE,KAAK,EAAE,MAAM,oBAY/C"}

types/src/result.d.ts

@@ -89,7 +89,7 @@ export interface BodyResult {
     score: number;
     box: Box;
     boxRaw: Box;
-    annotations: Record<string, Point[][]>;
+    annotations: Record<string, Array<Point[]>>;
     keypoints: Array<BodyKeypoint>;
 }
 /** Hand results

types/src/result.d.ts.map

@@ -1 +1 @@
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types/src/util/box.d.ts

@@ -1,7 +1,12 @@
-import type { Box } from '../result';
+import type { Point, Box } from '../result';
-export declare function scale(keypoints: any, boxScaleFact: any, outputSize: any): {
+export declare function calc(keypoints: Array<Point>, outputSize?: [number, number]): {
     box: Box;
     boxRaw: Box;
-    yxBox: Box;
 };
+export declare function square(keypoints: Array<Point>, outputSize?: [number, number]): {
+    box: Box;
+    boxRaw: Box;
+};
+export declare function scale(box: Box, scaleFact: number): Box;
+export declare function crop(box: Box): Box;
 //# sourceMappingURL=box.d.ts.map

types/src/util/box.d.ts.map

@@ -1 +1 @@
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types/src/util/draw.d.ts.map

@@ -1 +1 @@
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types/src/util/env.d.ts

@@ -1,35 +1,53 @@
 export declare type Env = {
+    /** Running in Browser */
     browser: undefined | boolean;
+    /** Running in NodeJS */
     node: undefined | boolean;
+    /** Running in WebWorker thread */
     worker: undefined | boolean;
+    /** Detected platform */
     platform: undefined | string;
+    /** Detected agent */
     agent: undefined | string;
+    /** List of supported backends */
     backends: string[];
+    /** Has any work been performed so far */
     initial: boolean;
+    /** Are image filters supported? */
+    filter: undefined | boolean;
+    /** TFJS instance details */
     tfjs: {
         version: undefined | string;
     };
+    /** Is offscreenCanvas supported? */
     offscreen: undefined | boolean;
+    /** WASM detected capabilities */
     wasm: {
         supported: undefined | boolean;
         backend: undefined | boolean;
         simd: undefined | boolean;
         multithread: undefined | boolean;
     };
+    /** WebGL detected capabilities */
     webgl: {
         supported: undefined | boolean;
         backend: undefined | boolean;
         version: undefined | string;
         renderer: undefined | string;
     };
+    /** WebGPU detected capabilities */
     webgpu: {
         supported: undefined | boolean;
         backend: undefined | boolean;
         adapter: undefined | string;
     };
+    /** List of supported kernels for current backend */
     kernels: string[];
+    /** MonkeyPatch for Canvas */
     Canvas: undefined;
+    /** MonkeyPatch for Image */
     Image: undefined;
+    /** MonkeyPatch for ImageData */
     ImageData: undefined;
 };
 export declare let env: Env;

types/src/util/env.d.ts.map

@@ -1 +1 @@
-{"version":3,"file":"env.d.ts","sourceRoot":"","sources":["../../../src/util/env.ts"],"names":[],"mappings":"AAIA,oBAAY,GAAG,GAAG;IAChB,OAAO,EAAE,SAAS,GAAG,OAAO,CAAC;IAC7B,IAAI,EAAE,SAAS,GAAG,OAAO,CAAC;IAC1B,MAAM,EAAE,SAAS,GAAG,OAAO,CAAC;IAC5B,QAAQ,EAAE,SAAS,GAAG,MAAM,CAAC;IAC7B,KAAK,EAAE,SAAS,GAAG,MAAM,CAAC;IAC1B,QAAQ,EAAE,MAAM,EAAE,CAAC;IACnB,OAAO,EAAE,OAAO,CAAC;IACjB,IAAI,EAAE;QACJ,OAAO,EAAE,SAAS,GAAG,MAAM,CAAC;KAC7B,CAAC;IACF,SAAS,EAAE,SAAS,GAAG,OAAO,CAAC;IAC/B,IAAI,EAAE;QACJ,SAAS,EAAE,SAAS,GAAG,OAAO,CAAC;QAC/B,OAAO,EAAE,SAAS,GAAG,OAAO,CAAC;QAC7B,IAAI,EAAE,SAAS,GAAG,OAAO,CAAC;QAC1B,WAAW,EAAE,SAAS,GAAG,OAAO,CAAC;KAClC,CAAC;IACF,KAAK,EAAE;QACL,SAAS,EAAE,SAAS,GAAG,OAAO,CAAC;QAC/B,OAAO,EAAE,SAAS,GAAG,OAAO,CAAC;QAC7B,OAAO,EAAE,SAAS,GAAG,MAAM,CAAC;QAC5B,QAAQ,EAAE,SAAS,GAAG,MAAM,CAAC;KAC9B,CAAC;IACF,MAAM,EAAE;QACN,SAAS,EAAE,SAAS,GAAG,OAAO,CAAC;QAC/B,OAAO,EAAE,SAAS,GAAG,OAAO,CAAC;QAC7B,OAAO,EAAE,SAAS,GAAG,MAAM,CAAC;KAC7B,CAAC;IACF,OAAO,EAAE,MAAM,EAAE,CAAC;IAClB,MAAM,EAAE,SAAS,CAAC;IAClB,KAAK,EAAE,SAAS,CAAC;IACjB,SAAS,EAAE,SAAS,CAAC;CACtB,CAAA;AAGD,eAAO,IAAI,GAAG,EAAE,GAiCf,CAAC;AAEF,wBAAsB,OAAO,kBAmB5B;AAED,wBAAsB,WAAW,kBA8BhC;AAED,wBAAsB,GAAG,kBAmCxB;AAED,wBAAsB,GAAG,CAAC,GAAG,KAAA,iBAE5B"}
+{"version":3,"file":"env.d.ts","sourceRoot":"","sources":["../../../src/util/env.ts"],"names":[],"mappings":"AAIA,oBAAY,GAAG,GAAG;IAChB,yBAAyB;IACzB,OAAO,EAAE,SAAS,GAAG,OAAO,CAAC;IAC7B,wBAAwB;IACxB,IAAI,EAAE,SAAS,GAAG,OAAO,CAAC;IAC1B,kCAAkC;IAClC,MAAM,EAAE,SAAS,GAAG,OAAO,CAAC;IAC5B,wBAAwB;IACxB,QAAQ,EAAE,SAAS,GAAG,MAAM,CAAC;IAC7B,qBAAqB;IACrB,KAAK,EAAE,SAAS,GAAG,MAAM,CAAC;IAC1B,iCAAiC;IACjC,QAAQ,EAAE,MAAM,EAAE,CAAC;IACnB,yCAAyC;IACzC,OAAO,EAAE,OAAO,CAAC;IACjB,mCAAmC;IACnC,MAAM,EAAE,SAAS,GAAG,OAAO,CAAC;IAC5B,4BAA4B;IAC5B,IAAI,EAAE;QACJ,OAAO,EAAE,SAAS,GAAG,MAAM,CAAC;KAC7B,CAAC;IACF,oCAAoC;IACpC,SAAS,EAAE,SAAS,GAAG,OAAO,CAAC;IAC/B,iCAAiC;IACjC,IAAI,EAAE;QACJ,SAAS,EAAE,SAAS,GAAG,OAAO,CAAC;QAC/B,OAAO,EAAE,SAAS,GAAG,OAAO,CAAC;QAC7B,IAAI,EAAE,SAAS,GAAG,OAAO,CAAC;QAC1B,WAAW,EAAE,SAAS,GAAG,OAAO,CAAC;KAClC,CAAC;IACF,kCAAkC;IAClC,KAAK,EAAE;QACL,SAAS,EAAE,SAAS,GAAG,OAAO,CAAC;QAC/B,OAAO,EAAE,SAAS,GAAG,OAAO,CAAC;QAC7B,OAAO,EAAE,SAAS,GAAG,MAAM,CAAC;QAC5B,QAAQ,EAAE,SAAS,GAAG,MAAM,CAAC;KAC9B,CAAC;IACF,mCAAmC;IACnC,MAAM,EAAE;QACN,SAAS,EAAE,SAAS,GAAG,OAAO,CAAC;QAC/B,OAAO,EAAE,SAAS,GAAG,OAAO,CAAC;QAC7B,OAAO,EAAE,SAAS,GAAG,MAAM,CAAC;KAC7B,CAAC;IACF,oDAAoD;IACpD,OAAO,EAAE,MAAM,EAAE,CAAC;IAClB,6BAA6B;IAC7B,MAAM,EAAE,SAAS,CAAC;IAClB,4BAA4B;IAC5B,KAAK,EAAE,SAAS,CAAC;IACjB,gCAAgC;IAChC,SAAS,EAAE,SAAS,CAAC;CACtB,CAAA;AAGD,eAAO,IAAI,GAAG,EAAE,GAkCf,CAAC;AAEF,wBAAsB,OAAO,kBAmB5B;AAED,wBAAsB,WAAW,kBA8BhC;AAED,wBAAsB,GAAG,kBAqCxB;AAED,wBAAsB,GAAG,CAAC,GAAG,KAAA,iBAE5B"}

types/src/util/interpolate.d.ts

@@ -2,5 +2,6 @@
  * Results interpolation for smoothening of video detection results inbetween detected frames
  */
 import type { Result } from '../result';
-export declare function calc(newResult: Result): Result;
+import type { Config } from '../config';
+export declare function calc(newResult: Result, config: Config): Result;
 //# sourceMappingURL=interpolate.d.ts.map

types/src/util/interpolate.d.ts.map

@@ -1 +1 @@
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+{"version":3,"file":"interpolate.d.ts","sourceRoot":"","sources":["../../../src/util/interpolate.ts"],"names":[],"mappings":"AAAA;;GAEG;AAEH,OAAO,KAAK,EAAE,MAAM,EAA6F,MAAM,WAAW,CAAC;AACnI,OAAO,KAAK,EAAE,MAAM,EAAE,MAAM,WAAW,CAAC;AAQxC,wBAAgB,IAAI,CAAC,SAAS,EAAE,MAAM,EAAE,MAAM,EAAE,MAAM,GAAG,MAAM,CA0J9D"}