fix box clamping and raw output

.gitignore

@@ -1,2 +1,3 @@
 node_modules
 private
+pnpm-lock.yaml

CHANGELOG.md

@@ -1,6 +1,6 @@
 # @vladmandic/human  
 
-Version: **1.1.7**  
+Version: **1.1.8**  
 Description: **Human: AI-powered 3D Face Detection, Face Embedding & Recognition, Body Pose Tracking, Hand & Finger Tracking, Iris Analysis, Age & Gender & Emotion Prediction & Gesture Recognition**  
 
 Author: **Vladimir Mandic <mandic00@live.com>**  
@@ -11,9 +11,12 @@ Repository: **<git+https://github.com/vladmandic/human.git>**
 
 ### **HEAD -> main** 2021/03/17 mandic00@live.com
 
+- hierarchical readme notes
 
-### **origin/main** 2021/03/17 mandic00@live.com
+### **1.1.8** 2021/03/17 mandic00@live.com
 
+- add experimental nanodet object detection
+- full models signature
 - cleanup
 
 ### **1.1.7** 2021/03/16 mandic00@live.com

CODE_OF_CONDUCT

@@ -2,3 +2,24 @@
 
 <br>
 
+Use your best judgement  
+If it will possibly make others uncomfortable, do not post it
+
+- Be respectful  
+  Disagreement is not an opportunity to attack someone else's thoughts or opinions. Although views may differ, remember to approach every situation with patience and care
+- Be considerate  
+  Think about how your contribution will affect others in the community
+- Be open minded  
+  Embrace new people and new ideas. Our community is continually evolving and we welcome positive change
+
+Be mindful of your language  
+Any of the following behavior is unacceptable:
+
+- Offensive comments of any kind
+- Threats or intimidation
+- Sexually explicit material
+- Or any other kinds of harassment
+
+If you believe someone is violating the code of conduct, we ask that you report it
+
+Participants asked to stop any harassing behavior are expected to comply immediately  

CONTRIBUTING

@@ -1,3 +1,23 @@
 # Human Library: Contributing Guidelines
 
 <br>
+
+Pull requests from everyone are welcome
+
+<br>
+
+Procedure for contributing:
+- Create a fork of the repository on github  
+  In a top right corner of a GitHub, select "Fork"
+- Clone your forked repository to your local system  
+  `git clone https://github.com/<your-username>/<your-fork>
+- Make your changes  
+- Test your changes against code guidelines  
+  `npm run lint`
+- Push changes to your fork
+- Submit a PR (pull request) to `Human`
+  <https://github.com/vladmandic/human/pulls>
+
+<br>
+
+Your pull request will be reviewed and pending review results, merged into main branch

SECURITY.md

@@ -1,3 +1,7 @@
 # Human Library: Security Policy
 
 <br>
+
+All issues are tracked publicly on GitHub  
+
+Entire code base and indluded dependencies is automatically scanned against known security vulnerabilities  

human.service

@@ -5,8 +5,8 @@ After=network.target network-online.target
 [Service]
 Type=simple
 Environment="NODE_ENV=production"
-ExecStart=/home/vlado/.nvm/versions/node/v15.7.0/bin/node server/serve.js
-WorkingDirectory=/home/vlado/dev/human
+ExecStart=<path-to-node> server/serve.js
+WorkingDirectory=<your-project-folder>
 StandardOutput=inherit
 StandardError=inherit
 Restart=always

src/blazeface/facemesh.ts

@@ -31,22 +31,22 @@ export class MediaPipeFaceMesh {
       const box = prediction.box ? [
         Math.max(0, prediction.box.startPoint[0]),
         Math.max(0, prediction.box.startPoint[1]),
-        Math.min(input.shape[1], prediction.box.endPoint[0]) - prediction.box.startPoint[0],
-        Math.min(input.shape[2], prediction.box.endPoint[1]) - prediction.box.startPoint[1],
+        Math.min(input.shape[1], prediction.box.endPoint[0]) - Math.max(0, prediction.box.startPoint[0]),
+        Math.min(input.shape[2], prediction.box.endPoint[1]) - Math.max(0, prediction.box.startPoint[1]),
       ] : 0;
       const boxRaw = prediction.box ? [
-        Math.max(0, prediction.box.startPoint[0] / input.shape[2]),
-        Math.max(0, prediction.box.startPoint[1] / input.shape[1]),
-        Math.min(input.shape[1], (prediction.box.endPoint[0]) - prediction.box.startPoint[0]) / input.shape[2],
-        Math.min(input.shape[2], (prediction.box.endPoint[1]) - prediction.box.startPoint[1]) / input.shape[1],
+        prediction.box.startPoint[0] / input.shape[2],
+        prediction.box.startPoint[1] / input.shape[1],
+        (prediction.box.endPoint[0] - prediction.box.startPoint[0]) / input.shape[2],
+        (prediction.box.endPoint[1] - prediction.box.startPoint[1]) / input.shape[1],
       ] : [];
       results.push({
         confidence: prediction.faceConfidence || prediction.boxConfidence || 0,
         boxConfidence: prediction.boxConfidence,
         faceConfidence: prediction.faceConfidence,
         box,
-        mesh,
         boxRaw,
+        mesh,
         meshRaw,
         annotations,
         image: prediction.image ? prediction.image.clone() : null,

src/draw.ts

@@ -18,6 +18,7 @@ export const drawOptions = {
   useDepth: <Boolean>true,
   useCurves: <Boolean>false,
   bufferedOutput: <Boolean>false,
+  useRawBoxes: <Boolean>false,
 };
 
 function point(ctx, x, y, z = null) {
@@ -121,8 +122,8 @@ export async function face(inCanvas, result) {
     ctx.strokeStyle = drawOptions.color;
     ctx.fillStyle = drawOptions.color;
     if (drawOptions.drawBoxes) {
-      rect(ctx, f.box[0], f.box[1], f.box[2], f.box[3]);
-      // rect(ctx, inCanvas.width * f.boxRaw[0], inCanvas.height * f.boxRaw[1], inCanvas.width * f.boxRaw[2], inCanvas.height * f.boxRaw[3]);
+      if (drawOptions.useRawBoxes) rect(ctx, inCanvas.width * f.boxRaw[0], inCanvas.height * f.boxRaw[1], inCanvas.width * f.boxRaw[2], inCanvas.height * f.boxRaw[3]);
+      else rect(ctx, f.box[0], f.box[1], f.box[2], f.box[3]);
     }
     // silly hack since fillText does not suport new line
     const labels:string[] = [];
@@ -305,7 +306,8 @@ export async function hand(inCanvas, result) {
     if (drawOptions.drawBoxes) {
       ctx.strokeStyle = drawOptions.color;
       ctx.fillStyle = drawOptions.color;
-      rect(ctx, h.box[0], h.box[1], h.box[2], h.box[3]);
+      if (drawOptions.useRawBoxes) rect(ctx, inCanvas.width * h.boxRaw[0], inCanvas.height * h.boxRaw[1], inCanvas.width * h.boxRaw[2], inCanvas.height * h.boxRaw[3]);
+      else rect(ctx, h.box[0], h.box[1], h.box[2], h.box[3]);
       if (drawOptions.drawLabels) {
         if (drawOptions.shadowColor && drawOptions.shadowColor !== '') {
           ctx.fillStyle = drawOptions.shadowColor;
@@ -357,7 +359,8 @@ export async function object(inCanvas, result) {
     if (drawOptions.drawBoxes) {
       ctx.strokeStyle = drawOptions.color;
       ctx.fillStyle = drawOptions.color;
-      rect(ctx, h.box[0], h.box[1], h.box[2] - h.box[0], h.box[3] - h.box[1]);
+      if (drawOptions.useRawBoxes) rect(ctx, inCanvas.width * h.boxRaw[0], inCanvas.height * h.boxRaw[1], inCanvas.width * h.boxRaw[2], inCanvas.height * h.boxRaw[3]);
+      else rect(ctx, h.box[0], h.box[1], h.box[2], h.box[3]);
       if (drawOptions.drawLabels) {
         const label = `${Math.round(100 * h.score)}% ${h.label}`;
         if (drawOptions.shadowColor && drawOptions.shadowColor !== '') {

src/handpose/handpose.ts

@@ -29,7 +29,7 @@ export class HandPose {
   async estimateHands(input, config) {
     const predictions = await this.handPipeline.estimateHands(input, config);
     if (!predictions) return [];
-    const hands: Array<{ confidence: number, box: any, landmarks: any, annotations: any }> = [];
+    const hands: Array<{ confidence: number, box: any, boxRaw: any, landmarks: any, annotations: any }> = [];
     for (const prediction of predictions) {
       const annotations = {};
       if (prediction.landmarks) {
@@ -40,10 +40,16 @@ export class HandPose {
       const box = prediction.box ? [
         Math.max(0, prediction.box.topLeft[0]),
         Math.max(0, prediction.box.topLeft[1]),
-        Math.min(input.shape[2], prediction.box.bottomRight[0]) - prediction.box.topLeft[0],
-        Math.min(input.shape[1], prediction.box.bottomRight[1]) - prediction.box.topLeft[1],
-      ] : 0;
-      hands.push({ confidence: prediction.confidence, box, landmarks: prediction.landmarks, annotations });
+        Math.min(input.shape[2], prediction.box.bottomRight[0]) - Math.max(0, prediction.box.topLeft[0]),
+        Math.min(input.shape[1], prediction.box.bottomRight[1]) - Math.max(0, prediction.box.topLeft[1]),
+      ] : [];
+      const boxRaw = [
+        (prediction.box.topLeft[0]) / input.shape[2],
+        (prediction.box.topLeft[1]) / input.shape[1],
+        (prediction.box.bottomRight[0] - prediction.box.topLeft[0]) / input.shape[2],
+        (prediction.box.bottomRight[1] - prediction.box.topLeft[1]) / input.shape[1],
+      ];
+      hands.push({ confidence: prediction.confidence, box, boxRaw, landmarks: prediction.landmarks, annotations });
     }
     return hands;
   }

src/human.ts

@@ -54,6 +54,7 @@ export type Result = {
   hand: Array<{
     confidence: Number,
     box: [Number, Number, Number, Number],
+    boxRaw: [Number, Number, Number, Number],
     landmarks: Array<[Number, Number, Number]>,
     annotations: Array<{ part: String, points: Array<[Number, Number, Number]>[] }>,
   }>,
@@ -595,7 +596,17 @@ export class Human {
 
       this.#perf.total = Math.trunc(now() - timeStart);
       this.state = 'idle';
-      resolve({ face: faceRes, body: bodyRes, hand: handRes, gesture: gestureRes, object: objectRes, performance: this.#perf, canvas: process.canvas });
+      const result = {
+        face: faceRes,
+        body: bodyRes,
+        hand: handRes,
+        gesture: gestureRes,
+        object: objectRes,
+        performance: this.#perf,
+        canvas: process.canvas,
+      };
+      // log('Result:', result);
+      resolve(result);
     });
   }
 

src/nanodet/nanodet.ts

@@ -49,10 +49,10 @@ async function process(res, inputSize, outputShape, config) {
           ];
           boxRaw = boxRaw.map((a) => Math.max(0, Math.min(a, 1))); // fix out-of-bounds coords
           const box = [ // results normalized to input image pixels
-            boxRaw[0] * outputShape[0],
-            boxRaw[1] * outputShape[1],
-            boxRaw[2] * outputShape[0],
-            boxRaw[3] * outputShape[1],
+            Math.max(0, (boxRaw[0] * outputShape[0])),
+            Math.max(0, (boxRaw[1] * outputShape[1])),
+            Math.min(1, (boxRaw[2] * outputShape[0]) - (boxRaw[0] * outputShape[0])),
+            Math.min(1, (boxRaw[3] * outputShape[1]) - (boxRaw[1] * outputShape[1])),
           ];
           const result = {
             score: scoresMax[i],

typedoc/classes/human.html

@@ -488,7 +488,7 @@
 				<section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-class">
 					<a name="draw" class="tsd-anchor"></a>
 					<h3>draw</h3>
-					<div class="tsd-signature tsd-kind-icon">draw<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-symbol">{ </span>all<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Function</span><span class="tsd-signature-symbol">; </span>body<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Function</span><span class="tsd-signature-symbol">; </span>canvas<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Function</span><span class="tsd-signature-symbol">; </span>drawOptions<span class="tsd-signature-symbol">?: </span><span class="tsd-signature-symbol">{ </span>bufferedOutput<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Boolean</span><span class="tsd-signature-symbol">; </span>color<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol">; </span>drawBoxes<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Boolean</span><span class="tsd-signature-symbol">; </span>drawLabels<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Boolean</span><span class="tsd-signature-symbol">; </span>drawPoints<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Boolean</span><span class="tsd-signature-symbol">; </span>drawPolygons<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Boolean</span><span class="tsd-signature-symbol">; </span>fillPolygons<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Boolean</span><span class="tsd-signature-symbol">; </span>font<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol">; </span>labelColor<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol">; </span>lineHeight<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">; </span>lineWidth<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">; </span>pointSize<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">; </span>roundRect<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">; </span>shadowColor<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol">; </span>useCurves<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Boolean</span><span class="tsd-signature-symbol">; </span>useDepth<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>face<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Function</span><span class="tsd-signature-symbol">; </span>gesture<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Function</span><span class="tsd-signature-symbol">; </span>hand<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Function</span><span class="tsd-signature-symbol"> }</span></div>
+					<div class="tsd-signature tsd-kind-icon">draw<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-symbol">{ </span>all<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Function</span><span class="tsd-signature-symbol">; </span>body<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Function</span><span class="tsd-signature-symbol">; </span>canvas<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Function</span><span class="tsd-signature-symbol">; </span>drawOptions<span class="tsd-signature-symbol">?: </span><span class="tsd-signature-symbol">{ </span>bufferedOutput<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Boolean</span><span class="tsd-signature-symbol">; </span>color<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol">; </span>drawBoxes<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Boolean</span><span class="tsd-signature-symbol">; </span>drawLabels<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Boolean</span><span class="tsd-signature-symbol">; </span>drawPoints<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Boolean</span><span class="tsd-signature-symbol">; </span>drawPolygons<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Boolean</span><span class="tsd-signature-symbol">; </span>fillPolygons<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Boolean</span><span class="tsd-signature-symbol">; </span>font<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol">; </span>labelColor<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol">; </span>lineHeight<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">; </span>lineWidth<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">; </span>pointSize<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">; </span>roundRect<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">; </span>shadowColor<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol">; </span>useCurves<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Boolean</span><span class="tsd-signature-symbol">; </span>useDepth<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Boolean</span><span class="tsd-signature-symbol">; </span>useRawBoxes<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>face<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Function</span><span class="tsd-signature-symbol">; </span>gesture<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Function</span><span class="tsd-signature-symbol">; </span>hand<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Function</span><span class="tsd-signature-symbol"> }</span></div>
 					<aside class="tsd-sources">
 					</aside>
 					<div class="tsd-type-declaration">
@@ -504,7 +504,7 @@
 								<h5>canvas<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Function</span></h5>
 							</li>
 							<li class="tsd-parameter">
-								<h5><span class="tsd-flag ts-flagOptional">Optional</span> draw<wbr>Options<span class="tsd-signature-symbol">?: </span><span class="tsd-signature-symbol">{ </span>bufferedOutput<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Boolean</span><span class="tsd-signature-symbol">; </span>color<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol">; </span>drawBoxes<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Boolean</span><span class="tsd-signature-symbol">; </span>drawLabels<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Boolean</span><span class="tsd-signature-symbol">; </span>drawPoints<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Boolean</span><span class="tsd-signature-symbol">; </span>drawPolygons<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Boolean</span><span class="tsd-signature-symbol">; </span>fillPolygons<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Boolean</span><span class="tsd-signature-symbol">; </span>font<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol">; </span>labelColor<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol">; </span>lineHeight<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">; </span>lineWidth<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">; </span>pointSize<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">; </span>roundRect<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">; </span>shadowColor<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol">; </span>useCurves<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Boolean</span><span class="tsd-signature-symbol">; </span>useDepth<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Boolean</span><span class="tsd-signature-symbol"> }</span></h5>
+								<h5><span class="tsd-flag ts-flagOptional">Optional</span> draw<wbr>Options<span class="tsd-signature-symbol">?: </span><span class="tsd-signature-symbol">{ </span>bufferedOutput<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Boolean</span><span class="tsd-signature-symbol">; </span>color<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol">; </span>drawBoxes<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Boolean</span><span class="tsd-signature-symbol">; </span>drawLabels<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Boolean</span><span class="tsd-signature-symbol">; </span>drawPoints<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Boolean</span><span class="tsd-signature-symbol">; </span>drawPolygons<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Boolean</span><span class="tsd-signature-symbol">; </span>fillPolygons<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Boolean</span><span class="tsd-signature-symbol">; </span>font<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol">; </span>labelColor<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol">; </span>lineHeight<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">; </span>lineWidth<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">; </span>pointSize<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">; </span>roundRect<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">; </span>shadowColor<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol">; </span>useCurves<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Boolean</span><span class="tsd-signature-symbol">; </span>useDepth<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Boolean</span><span class="tsd-signature-symbol">; </span>useRawBoxes<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Boolean</span><span class="tsd-signature-symbol"> }</span></h5>
 								<ul class="tsd-parameters">
 									<li class="tsd-parameter">
 										<h5>buffered<wbr>Output<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Boolean</span></h5>
@@ -554,6 +554,9 @@
 									<li class="tsd-parameter">
 										<h5>use<wbr>Depth<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Boolean</span></h5>
 									</li>
+									<li class="tsd-parameter">
+										<h5>use<wbr>Raw<wbr>Boxes<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Boolean</span></h5>
+									</li>
 								</ul>
 							</li>
 							<li class="tsd-parameter">

types/src/draw.d.ts

@@ -15,6 +15,7 @@ export declare const drawOptions: {
     useDepth: Boolean;
     useCurves: Boolean;
     bufferedOutput: Boolean;
+    useRawBoxes: Boolean;
 };
 export declare function gesture(inCanvas: any, result: any): Promise<void>;
 export declare function face(inCanvas: any, result: any): Promise<void>;

types/src/handpose/handpose.d.ts

@@ -12,6 +12,7 @@ export declare class HandPose {
     estimateHands(input: any, config: any): Promise<{
         confidence: number;
         box: any;
+        boxRaw: any;
         landmarks: any;
         annotations: any;
     }[]>;

types/src/human.d.ts

@@ -53,6 +53,7 @@ export declare type Result = {
     hand: Array<{
         confidence: Number;
         box: [Number, Number, Number, Number];
+        boxRaw: [Number, Number, Number, Number];
         landmarks: Array<[Number, Number, Number]>;
         annotations: Array<{
             part: String;

wiki

@@ -1 +1 @@
-Subproject commit 99c3d70ec78fbbe0d12528c1d4b18ba1d27fef0d
+Subproject commit 91af84e9543762c4f31be41dda15fb2a5549d8a6