add optional anti-spoofing module

2021-10-13 10:56:56 -04:00 · 2021-10-13 10:56:56 -04:00 · 0a435aa95a
parent a6f1d0f2aa
commit 0a435aa95a
53 changed files with 7664 additions and 7190 deletions
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@ -9,8 +9,10 @@
  
 ## Changelog
  
-### **HEAD -> main** 2021/10/12 mandic00@live.com
+### **HEAD -> main** 2021/10/13 mandic00@live.com

+- add node-match advanced example using worker thread pool
+- package updates
 - optimize image preprocessing

 ### **release: 2.3.2** 2021/10/11 mandic00@live.com
--- a/demo/index.js
+++ b/demo/index.js
@ -31,6 +31,7 @@ import jsonView from './helpers/jsonview.js';
 let human;

 let userConfig = {
+  face: { antispoof: { enabled: true } },
  // face: { enabled: false },
  // body: { enabled: false },
  // hand: { enabled: false },
@ -609,6 +610,7 @@ async function processImage(input, title) {
      const prev = document.getElementsByClassName('thumbnail');
      if (prev && prev.length > 0) document.getElementById('samples-container').insertBefore(thumb, prev[0]);
      else document.getElementById('samples-container').appendChild(thumb);
+      document.getElementById('samples-container').style.display = 'block';

      // finish up
      status();
--- a/dist/human.esm-nobundle.js
+++ b/dist/human.esm-nobundle.js
--- a/dist/human.esm-nobundle.js.map
+++ b/dist/human.esm-nobundle.js.map
--- a/dist/human.esm.js
+++ b/dist/human.esm.js
--- a/dist/human.esm.js.map
+++ b/dist/human.esm.js.map
--- a/dist/human.js
+++ b/dist/human.js
--- a/dist/human.node-gpu.js
+++ b/dist/human.node-gpu.js
--- a/dist/human.node-wasm.js
+++ b/dist/human.node-wasm.js
--- a/dist/human.node.js
+++ b/dist/human.node.js
--- a/models/antispoof.bin
+++ b/models/antispoof.bin
--- a/models/antispoof.json
+++ b/models/antispoof.json
@ -0,0 +1,60 @@
+{
+  "format": "graph-model",
+  "generatedBy": "https://www.kaggle.com/anku420/fake-face-detection",
+  "convertedBy": "https://github.com/vladmandic",
+  "signature":
+  {
+      "inputs":
+      {
+          "conv2d_input": {"name":"conv2d_input:0","dtype":"DT_FLOAT","tensorShape":{"dim":[{"size":"-1"},{"size":"128"},{"size":"128"},{"size":"3"}]}}
+      },
+      "outputs":
+      {
+          "activation_4": {"name":"Identity:0","dtype":"DT_FLOAT","tensorShape":{"dim":[{"size":"-1"},{"size":"1"}]}}
+      }
+  },
+  "modelTopology":
+  {
+      "node":
+      [
+          {"name":"unknown","op":"Const","attr":{"value":{"tensor":{"dtype":"DT_FLOAT","tensorShape":{"dim":[{"size":"3"},{"size":"3"},{"size":"3"},{"size":"64"}]}}},"dtype":{"type":"DT_FLOAT"}}},
+          {"name":"unknown_0","op":"Const","attr":{"value":{"tensor":{"dtype":"DT_FLOAT","tensorShape":{"dim":[{"size":"64"}]}}},"dtype":{"type":"DT_FLOAT"}}},
+          {"name":"unknown_1","op":"Const","attr":{"value":{"tensor":{"dtype":"DT_FLOAT","tensorShape":{"dim":[{"size":"3"},{"size":"3"},{"size":"64"},{"size":"32"}]}}},"dtype":{"type":"DT_FLOAT"}}},
+          {"name":"unknown_2","op":"Const","attr":{"dtype":{"type":"DT_FLOAT"},"value":{"tensor":{"dtype":"DT_FLOAT","tensorShape":{"dim":[{"size":"32"}]}}}}},
+          {"name":"unknown_3","op":"Const","attr":{"value":{"tensor":{"dtype":"DT_FLOAT","tensorShape":{"dim":[{"size":"3"},{"size":"3"},{"size":"32"},{"size":"16"}]}}},"dtype":{"type":"DT_FLOAT"}}},
+          {"name":"unknown_4","op":"Const","attr":{"value":{"tensor":{"dtype":"DT_FLOAT","tensorShape":{"dim":[{"size":"16"}]}}},"dtype":{"type":"DT_FLOAT"}}},
+          {"name":"StatefulPartitionedCall/sequential/flatten/Const","op":"Const","attr":{"dtype":{"type":"DT_INT32"},"value":{"tensor":{"dtype":"DT_INT32","tensorShape":{"dim":[{"size":"2"}]}}}}},
+          {"name":"unknown_5","op":"Const","attr":{"dtype":{"type":"DT_FLOAT"},"value":{"tensor":{"dtype":"DT_FLOAT","tensorShape":{"dim":[{"size":"3136"},{"size":"128"}]}}}}},
+          {"name":"unknown_6","op":"Const","attr":{"dtype":{"type":"DT_FLOAT"},"value":{"tensor":{"dtype":"DT_FLOAT","tensorShape":{"dim":[{"size":"128"}]}}}}},
+          {"name":"unknown_7","op":"Const","attr":{"dtype":{"type":"DT_FLOAT"},"value":{"tensor":{"dtype":"DT_FLOAT","tensorShape":{"dim":[{"size":"128"},{"size":"1"}]}}}}},
+          {"name":"unknown_8","op":"Const","attr":{"value":{"tensor":{"dtype":"DT_FLOAT","tensorShape":{"dim":[{"size":"1"}]}}},"dtype":{"type":"DT_FLOAT"}}},
+          {"name":"conv2d_input","op":"Placeholder","attr":{"dtype":{"type":"DT_FLOAT"},"shape":{"shape":{"dim":[{"size":"-1"},{"size":"128"},{"size":"128"},{"size":"3"}]}}}},
+          {"name":"StatefulPartitionedCall/sequential/conv2d/BiasAdd","op":"_FusedConv2D","input":["conv2d_input","unknown","unknown_0"],"device":"/device:CPU:0","attr":{"padding":{"s":"VkFMSUQ="},"num_args":{"i":"1"},"explicit_paddings":{"list":{}},"use_cudnn_on_gpu":{"b":true},"strides":{"list":{"i":["1","1","1","1"]}},"T":{"type":"DT_FLOAT"},"data_format":{"s":"TkhXQw=="},"fused_ops":{"list":{"s":["Qmlhc0FkZA=="]}},"epsilon":{"f":0},"dilations":{"list":{"i":["1","1","1","1"]}}}},
+          {"name":"StatefulPartitionedCall/sequential/max_pooling2d/MaxPool","op":"MaxPool","input":["StatefulPartitionedCall/sequential/conv2d/BiasAdd"],"attr":{"ksize":{"list":{"i":["1","2","2","1"]}},"T":{"type":"DT_FLOAT"},"data_format":{"s":"TkhXQw=="},"strides":{"list":{"i":["1","2","2","1"]}},"padding":{"s":"VkFMSUQ="},"explicit_paddings":{"list":{}}}},
+          {"name":"StatefulPartitionedCall/sequential/activation/Relu","op":"Relu","input":["StatefulPartitionedCall/sequential/max_pooling2d/MaxPool"],"attr":{"T":{"type":"DT_FLOAT"}}},
+          {"name":"StatefulPartitionedCall/sequential/conv2d_1/BiasAdd","op":"_FusedConv2D","input":["StatefulPartitionedCall/sequential/activation/Relu","unknown_1","unknown_2"],"device":"/device:CPU:0","attr":{"epsilon":{"f":0},"strides":{"list":{"i":["1","1","1","1"]}},"fused_ops":{"list":{"s":["Qmlhc0FkZA=="]}},"T":{"type":"DT_FLOAT"},"dilations":{"list":{"i":["1","1","1","1"]}},"num_args":{"i":"1"},"use_cudnn_on_gpu":{"b":true},"padding":{"s":"VkFMSUQ="},"data_format":{"s":"TkhXQw=="},"explicit_paddings":{"list":{}}}},
+          {"name":"StatefulPartitionedCall/sequential/max_pooling2d_1/MaxPool","op":"MaxPool","input":["StatefulPartitionedCall/sequential/conv2d_1/BiasAdd"],"attr":{"T":{"type":"DT_FLOAT"},"strides":{"list":{"i":["1","2","2","1"]}},"padding":{"s":"VkFMSUQ="},"data_format":{"s":"TkhXQw=="},"ksize":{"list":{"i":["1","2","2","1"]}},"explicit_paddings":{"list":{}}}},
+          {"name":"StatefulPartitionedCall/sequential/activation_1/Relu","op":"Relu","input":["StatefulPartitionedCall/sequential/max_pooling2d_1/MaxPool"],"attr":{"T":{"type":"DT_FLOAT"}}},
+          {"name":"StatefulPartitionedCall/sequential/conv2d_2/BiasAdd","op":"_FusedConv2D","input":["StatefulPartitionedCall/sequential/activation_1/Relu","unknown_3","unknown_4"],"device":"/device:CPU:0","attr":{"strides":{"list":{"i":["1","1","1","1"]}},"data_format":{"s":"TkhXQw=="},"use_cudnn_on_gpu":{"b":true},"T":{"type":"DT_FLOAT"},"fused_ops":{"list":{"s":["Qmlhc0FkZA=="]}},"num_args":{"i":"1"},"explicit_paddings":{"list":{}},"epsilon":{"f":0},"padding":{"s":"VkFMSUQ="},"dilations":{"list":{"i":["1","1","1","1"]}}}},
+          {"name":"StatefulPartitionedCall/sequential/max_pooling2d_2/MaxPool","op":"MaxPool","input":["StatefulPartitionedCall/sequential/conv2d_2/BiasAdd"],"attr":{"data_format":{"s":"TkhXQw=="},"explicit_paddings":{"list":{}},"padding":{"s":"VkFMSUQ="},"strides":{"list":{"i":["1","2","2","1"]}},"ksize":{"list":{"i":["1","2","2","1"]}},"T":{"type":"DT_FLOAT"}}},
+          {"name":"StatefulPartitionedCall/sequential/activation_2/Relu","op":"Relu","input":["StatefulPartitionedCall/sequential/max_pooling2d_2/MaxPool"],"attr":{"T":{"type":"DT_FLOAT"}}},
+          {"name":"StatefulPartitionedCall/sequential/flatten/Reshape","op":"Reshape","input":["StatefulPartitionedCall/sequential/activation_2/Relu","StatefulPartitionedCall/sequential/flatten/Const"],"attr":{"T":{"type":"DT_FLOAT"},"Tshape":{"type":"DT_INT32"}}},
+          {"name":"StatefulPartitionedCall/sequential/activation_3/Relu","op":"_FusedMatMul","input":["StatefulPartitionedCall/sequential/flatten/Reshape","unknown_5","unknown_6"],"device":"/device:CPU:0","attr":{"num_args":{"i":"1"},"transpose_b":{"b":false},"fused_ops":{"list":{"s":["Qmlhc0FkZA==","UmVsdQ=="]}},"epsilon":{"f":0},"T":{"type":"DT_FLOAT"},"transpose_a":{"b":false}}},
+          {"name":"StatefulPartitionedCall/sequential/dense_1/BiasAdd","op":"_FusedMatMul","input":["StatefulPartitionedCall/sequential/activation_3/Relu","unknown_7","unknown_8"],"device":"/device:CPU:0","attr":{"transpose_b":{"b":false},"fused_ops":{"list":{"s":["Qmlhc0FkZA=="]}},"num_args":{"i":"1"},"T":{"type":"DT_FLOAT"},"epsilon":{"f":0},"transpose_a":{"b":false}}},
+          {"name":"StatefulPartitionedCall/sequential/activation_4/Sigmoid","op":"Sigmoid","input":["StatefulPartitionedCall/sequential/dense_1/BiasAdd"],"attr":{"T":{"type":"DT_FLOAT"}}},
+          {"name":"Identity","op":"Identity","input":["StatefulPartitionedCall/sequential/activation_4/Sigmoid"],"attr":{"T":{"type":"DT_FLOAT"}}}
+      ],
+      "library": {},
+      "versions":
+      {
+          "producer": 716
+      }
+  },
+  "weightsManifest":
+  [
+      {
+          "paths": ["antispoof.bin"],
+          "weights": [{"name":"unknown","shape":[3,3,3,64],"dtype":"float32","quantization":{"dtype":"float16","original_dtype":"float32"}},{"name":"unknown_0","shape":[64],"dtype":"float32","quantization":{"dtype":"float16","original_dtype":"float32"}},{"name":"unknown_1","shape":[3,3,64,32],"dtype":"float32","quantization":{"dtype":"float16","original_dtype":"float32"}},{"name":"unknown_2","shape":[32],"dtype":"float32","quantization":{"dtype":"float16","original_dtype":"float32"}},{"name":"unknown_3","shape":[3,3,32,16],"dtype":"float32","quantization":{"dtype":"float16","original_dtype":"float32"}},{"name":"unknown_4","shape":[16],"dtype":"float32","quantization":{"dtype":"float16","original_dtype":"float32"}},{"name":"StatefulPartitionedCall/sequential/flatten/Const","shape":[2],"dtype":"int32"},{"name":"unknown_5","shape":[3136,128],"dtype":"float32","quantization":{"dtype":"float16","original_dtype":"float32"}},{"name":"unknown_6","shape":[128],"dtype":"float32","quantization":{"dtype":"float16","original_dtype":"float32"}},{"name":"unknown_7","shape":[128,1],"dtype":"float32","quantization":{"dtype":"float16","original_dtype":"float32"}},{"name":"unknown_8","shape":[1],"dtype":"float32","quantization":{"dtype":"float16","original_dtype":"float32"}}]
+      }
+  ]
+}
--- a/src/body/blazepose.ts
+++ b/src/body/blazepose.ts
@ -24,7 +24,7 @@ export async function loadDetect(config: Config): Promise<GraphModel> {
    const inputs = Object.values(models[0].modelSignature['inputs']);
    inputSize[0][0] = Array.isArray(inputs) ? parseInt(inputs[0].tensorShape.dim[1].size) : 0;
    inputSize[0][1] = Array.isArray(inputs) ? parseInt(inputs[0].tensorShape.dim[2].size) : 0;
-    if (!models[0] || !models[0]['modelUrl']) log('load model failed:', config.object.modelPath);
+    if (!models[0] || !models[0]['modelUrl']) log('load model failed:', config.body.detector?.modelPath);
    else if (config.debug) log('load model:', models[0]['modelUrl']);
  } else if (config.debug && models[0]) log('cached model:', models[0]['modelUrl']);
  return models[0] as GraphModel;
@ -39,7 +39,7 @@ export async function loadPose(config: Config): Promise<GraphModel> {
    inputSize[1][1] = Array.isArray(inputs) ? parseInt(inputs[0].tensorShape.dim[2].size) : 0;
    if (config.body.modelPath?.includes('lite')) outputNodes = ['ld_3d', 'output_segmentation', 'output_heatmap', 'world_3d', 'output_poseflag'];
    else outputNodes = ['Identity', 'Identity_2', 'Identity_3', 'Identity_4', 'Identity_1']; // v2 from pinto full and heavy
-    if (!models[1] || !models[1]['modelUrl']) log('load model failed:', config.object.modelPath);
+    if (!models[1] || !models[1]['modelUrl']) log('load model failed:', config.body.modelPath);
    else if (config.debug) log('load model:', models[1]['modelUrl']);
  } else if (config.debug) log('cached model:', models[1]['modelUrl']);
  return models[1];
--- a/src/config.ts
+++ b/src/config.ts
@ -42,6 +42,13 @@ export interface FaceEmotionConfig {
  modelPath: string,
 }

+/** Emotion part of face configuration */
+export interface FaceAntiSpoofConfig {
+  enabled: boolean,
+  skipFrames: number,
+  modelPath: string,
+}
+
 /** Controlls and configures all face-specific options:
 * - face detection, face mesh detection, age, gender, emotion detection and face description
 *
@ -61,6 +68,7 @@ export interface FaceConfig {
  iris: Partial<FaceIrisConfig>,
  description: Partial<FaceDescriptionConfig>,
  emotion: Partial<FaceEmotionConfig>,
+  antispoof: Partial<FaceAntiSpoofConfig>,
 }

 /** Controlls and configures all body detection specific options
@ -397,6 +405,14 @@ const config: Config = {
                             // only used when cacheSensitivity is not zero
      minConfidence: 0.1,    // threshold for discarding a prediction
    },
+
+    antispoof: {
+      enabled: false,
+      skipFrames: 14,        // how max many frames to go without re-running the detector
+                             // only used when cacheSensitivity is not zero
+      modelPath: 'antispoof.json',  // face description model
+                             // can be either absolute path or relative to modelBasePath
+    },
  },

  body: {
--- a/src/face/antispoof.ts
+++ b/src/face/antispoof.ts
@ -0,0 +1,42 @@
+/**
+ * Anti-spoofing model implementation
+ */
+
+import { log, join } from '../util/util';
+import type { Config } from '../config';
+import type { GraphModel, Tensor } from '../tfjs/types';
+import * as tf from '../../dist/tfjs.esm.js';
+import { env } from '../util/env';
+
+let model: GraphModel | null;
+const cached: Array<number> = [];
+let skipped = Number.MAX_SAFE_INTEGER;
+let lastCount = 0;
+
+export async function load(config: Config): Promise<GraphModel> {
+  if (env.initial) model = null;
+  if (!model) {
+    model = await tf.loadGraphModel(join(config.modelBasePath, config.face.antispoof?.modelPath || '')) as unknown as GraphModel;
+    if (!model || !model['modelUrl']) log('load model failed:', config.face.antispoof?.modelPath);
+    else if (config.debug) log('load model:', model['modelUrl']);
+  } else if (config.debug) log('cached model:', model['modelUrl']);
+  return model;
+}
+
+export async function predict(image: Tensor, config: Config, idx, count) {
+  if (!model) return null;
+  if ((skipped < (config.face.antispoof?.skipFrames || 0)) && config.skipFrame && (lastCount === count) && cached[idx]) {
+    skipped++;
+    return cached[idx];
+  }
+  skipped = 0;
+  return new Promise(async (resolve) => {
+    const resize = tf.image.resizeBilinear(image, [model?.inputs[0].shape ? model.inputs[0].shape[2] : 0, model?.inputs[0].shape ? model.inputs[0].shape[1] : 0], false);
+    const res = model?.predict(resize) as Tensor;
+    const num = (await res.data())[0];
+    cached[idx] = Math.round(100 * num) / 100;
+    lastCount = count;
+    tf.dispose([resize, res]);
+    resolve(cached[idx]);
+  });
+}
--- a/src/face/blazeface.ts
+++ b/src/face/blazeface.ts
@ -23,7 +23,7 @@ export async function load(config: Config): Promise<GraphModel> {
  if (env.initial) model = null;
  if (!model) {
    model = await tf.loadGraphModel(join(config.modelBasePath, config.face.detector?.modelPath || '')) as unknown as GraphModel;
-    if (!model || !model['modelUrl']) log('load model failed:', config.body.modelPath);
+    if (!model || !model['modelUrl']) log('load model failed:', config.face.detector?.modelPath);
    else if (config.debug) log('load model:', model['modelUrl']);
  } else if (config.debug) log('cached model:', model['modelUrl']);
  inputSize = model.inputs[0].shape ? model.inputs[0].shape[2] : 0;
--- a/src/face/face.ts
+++ b/src/face/face.ts
@ -8,6 +8,7 @@ import * as tf from '../../dist/tfjs.esm.js';
 import * as facemesh from './facemesh';
 import * as emotion from '../gear/emotion';
 import * as faceres from './faceres';
+import * as antispoof from './antispoof';
 import type { FaceResult } from '../result';
 import type { Tensor } from '../tfjs/types';
 import { calculateFaceAngle } from './angles';
@ -21,6 +22,7 @@ export const detectFace = async (parent /* instance of human */, input: Tensor):
  let genderRes;
  let emotionRes;
  let embeddingRes;
+  let antispoofRes;
  let descRes;
  const faceRes: Array<FaceResult> = [];
  parent.state = 'run:face';
@ -55,6 +57,18 @@ export const detectFace = async (parent /* instance of human */, input: Tensor):
    }
    parent.analyze('End Emotion:');

+    // run antispoof, inherits face from blazeface
+    parent.analyze('Start AntiSpoof:');
+    if (parent.config.async) {
+      antispoofRes = parent.config.face.antispoof.enabled ? antispoof.predict(faces[i].tensor || tf.tensor([]), parent.config, i, faces.length) : {};
+    } else {
+      parent.state = 'run:antispoof';
+      timeStamp = now();
+      antispoofRes = parent.config.face.antispoof.enabled ? await antispoof.predict(faces[i].tensor || tf.tensor([]), parent.config, i, faces.length) : {};
+      parent.performance.antispoof = Math.trunc(now() - timeStamp);
+    }
+    parent.analyze('End AntiSpoof:');
+
    // run gear, inherits face from blazeface
    /*
    parent.analyze('Start GEAR:');
@ -83,7 +97,7 @@ export const detectFace = async (parent /* instance of human */, input: Tensor):

    // if async wait for results
    if (parent.config.async) {
-      [ageRes, genderRes, emotionRes, embeddingRes, descRes, gearRes] = await Promise.all([ageRes, genderRes, emotionRes, embeddingRes, descRes, gearRes]);
+      [ageRes, genderRes, emotionRes, embeddingRes, descRes, gearRes, antispoofRes] = await Promise.all([ageRes, genderRes, emotionRes, embeddingRes, descRes, gearRes, antispoofRes]);
    }

    parent.analyze('Finish Face:');
@ -115,6 +129,7 @@ export const detectFace = async (parent /* instance of human */, input: Tensor):
      genderScore: descRes.genderScore,
      embedding: descRes.descriptor,
      emotion: emotionRes,
+      real: antispoofRes,
      iris: irisSize !== 0 ? Math.trunc(500 / irisSize / 11.7) / 100 : 0,
      rotation,
      tensor,
--- a/src/face/facemesh.ts
+++ b/src/face/facemesh.ts
@ -126,7 +126,7 @@ export async function load(config: Config): Promise<GraphModel> {
  if (env.initial) model = null;
  if (!model) {
    model = await tf.loadGraphModel(join(config.modelBasePath, config.face.mesh?.modelPath || '')) as unknown as GraphModel;
-    if (!model || !model['modelUrl']) log('load model failed:', config.body.modelPath);
+    if (!model || !model['modelUrl']) log('load model failed:', config.face.mesh?.modelPath);
    else if (config.debug) log('load model:', model['modelUrl']);
  } else if (config.debug) log('cached model:', model['modelUrl']);
  inputSize = model.inputs[0].shape ? model.inputs[0].shape[2] : 0;
--- a/src/face/iris.ts
+++ b/src/face/iris.ts
@ -31,7 +31,7 @@ export async function load(config: Config): Promise<GraphModel> {
  if (env.initial) model = null;
  if (!model) {
    model = await tf.loadGraphModel(join(config.modelBasePath, config.face.iris?.modelPath || '')) as unknown as GraphModel;
-    if (!model || !model['modelUrl']) log('load model failed:', config.body.modelPath);
+    if (!model || !model['modelUrl']) log('load model failed:', config.face.iris?.modelPath);
    else if (config.debug) log('load model:', model['modelUrl']);
  } else if (config.debug) log('cached model:', model['modelUrl']);
  inputSize = model.inputs[0].shape ? model.inputs[0].shape[2] : 0;
--- a/src/gear/emotion.ts
+++ b/src/gear/emotion.ts
@ -24,7 +24,7 @@ export async function load(config: Config): Promise<GraphModel> {
  if (env.initial) model = null;
  if (!model) {
    model = await tf.loadGraphModel(join(config.modelBasePath, config.face.emotion?.modelPath || '')) as unknown as GraphModel;
-    if (!model || !model['modelUrl']) log('load model failed:', config.body.modelPath);
+    if (!model || !model['modelUrl']) log('load model failed:', config.face.emotion?.modelPath);
    else if (config.debug) log('load model:', model['modelUrl']);
  } else if (config.debug) log('cached model:', model['modelUrl']);
  return model;
--- a/src/hand/handtrack.ts
+++ b/src/hand/handtrack.ts
@ -68,7 +68,7 @@ export async function loadDetect(config: Config): Promise<GraphModel> {
    const inputs = Object.values(models[0].modelSignature['inputs']);
    inputSize[0][0] = Array.isArray(inputs) ? parseInt(inputs[0].tensorShape.dim[1].size) : 0;
    inputSize[0][1] = Array.isArray(inputs) ? parseInt(inputs[0].tensorShape.dim[2].size) : 0;
-    if (!models[0] || !models[0]['modelUrl']) log('load model failed:', config.object.modelPath);
+    if (!models[0] || !models[0]['modelUrl']) log('load model failed:', config.hand.detector?.modelPath);
    else if (config.debug) log('load model:', models[0]['modelUrl']);
  } else if (config.debug) log('cached model:', models[0]['modelUrl']);
  return models[0];
@ -81,7 +81,7 @@ export async function loadSkeleton(config: Config): Promise<GraphModel> {
    const inputs = Object.values(models[1].modelSignature['inputs']);
    inputSize[1][0] = Array.isArray(inputs) ? parseInt(inputs[0].tensorShape.dim[1].size) : 0;
    inputSize[1][1] = Array.isArray(inputs) ? parseInt(inputs[0].tensorShape.dim[2].size) : 0;
-    if (!models[1] || !models[1]['modelUrl']) log('load model failed:', config.object.modelPath);
+    if (!models[1] || !models[1]['modelUrl']) log('load model failed:', config.hand.skeleton?.modelPath);
    else if (config.debug) log('load model:', models[1]['modelUrl']);
  } else if (config.debug) log('cached model:', models[1]['modelUrl']);
  return models[1];
--- a/src/models.ts
+++ b/src/models.ts
@ -2,25 +2,26 @@
 * Loader and Validator for all models used by Human
 */

+import { env } from './util/env';
 import { log } from './util/util';
-import type { GraphModel } from './tfjs/types';
+import * as agegenderrace from './gear/gear-agegenderrace';
+import * as antispoof from './face/antispoof';
 import * as blazeface from './face/blazeface';
-import * as facemesh from './face/facemesh';
-import * as iris from './face/iris';
-import * as faceres from './face/faceres';
+import * as blazepose from './body/blazepose';
+import * as centernet from './object/centernet';
+import * as efficientpose from './body/efficientpose';
 import * as emotion from './gear/emotion';
-import * as posenet from './body/posenet';
+import * as facemesh from './face/facemesh';
+import * as faceres from './face/faceres';
 import * as handpose from './handpose/handpose';
 import * as handtrack from './hand/handtrack';
-import * as blazepose from './body/blazepose';
-import * as efficientpose from './body/efficientpose';
+import * as iris from './face/iris';
 import * as movenet from './body/movenet';
 import * as nanodet from './object/nanodet';
-import * as centernet from './object/centernet';
+import * as posenet from './body/posenet';
 import * as segmentation from './segmentation/segmentation';
+import type { GraphModel } from './tfjs/types';
 import type { Human } from './human';
-import { env } from './util/env';
-import * as agegenderrace from './gear/gear-agegenderrace';

 /** Instances of all possible TFJS Graph Models used by Human
 * - loaded as needed based on configuration
@ -49,6 +50,7 @@ export class Models {
  nanodet: null | GraphModel | Promise<GraphModel> = null;
  posenet: null | GraphModel | Promise<GraphModel> = null;
  segmentation: null | GraphModel | Promise<GraphModel> = null;
+  antispoof: null | GraphModel | Promise<GraphModel> = null;
 }

 export function reset(instance: Human): void {
@ -66,6 +68,7 @@ export async function load(instance: Human): Promise<void> {
  if (instance.config.face.enabled && !instance.models.facedetect) instance.models.facedetect = blazeface.load(instance.config);
  if (instance.config.face.enabled && instance.config.face.mesh?.enabled && !instance.models.facemesh) instance.models.facemesh = facemesh.load(instance.config);
  if (instance.config.face.enabled && instance.config.face.iris?.enabled && !instance.models.faceiris) instance.models.faceiris = iris.load(instance.config);
+  if (instance.config.face.enabled && instance.config.face.antispoof?.enabled && !instance.models.antispoof) instance.models.antispoof = antispoof.load(instance.config);
  if (instance.config.hand.enabled && !instance.models.handtrack && instance.config.hand.detector?.modelPath?.includes('handtrack')) instance.models.handtrack = handtrack.loadDetect(instance.config);
  if (instance.config.hand.enabled && instance.config.hand.landmarks && !instance.models.handskeleton && instance.config.hand.detector?.modelPath?.includes('handtrack')) instance.models.handskeleton = handtrack.loadSkeleton(instance.config);
  if (instance.config.body.enabled && !instance.models.posenet && instance.config.body?.modelPath?.includes('posenet')) instance.models.posenet = posenet.load(instance.config);
--- a/src/result.ts
+++ b/src/result.ts
@ -29,6 +29,7 @@ export type Point = [number, number, number?];
 * - embedding: facial descriptor as array of numerical elements
 * - iris: iris distance from current viewpoint as distance value in centimeters for a typical camera
 *   field of view of 88 degrees. value should be adjusted manually as needed
+ * - real: anti-spoofing analysis to determine if face is real of fake
 * - rotation: face rotiation that contains both angles and matrix used for 3d transformations
 *  - angle: face angle as object with values for roll, yaw and pitch angles
 *  - matrix: 3d transofrmation matrix as array of numeric values
@ -51,6 +52,7 @@ export interface FaceResult {
  emotion?: Array<{ score: number, emotion: string }>,
  embedding?: Array<number>,
  iris?: number,
+  real?: number,
  rotation?: {
    angle: { roll: number, yaw: number, pitch: number },
    matrix: [number, number, number, number, number, number, number, number, number],
--- a/src/util/draw.ts
+++ b/src/util/draw.ts
@ -203,6 +203,7 @@ export async function face(inCanvas: HTMLCanvasElement | OffscreenCanvas, result
    if (f.genderScore) labels.push(`${f.gender || ''} ${Math.trunc(100 * f.genderScore)}%`);
    if (f.age) labels.push(`age: ${f.age || ''}`);
    if (f.iris) labels.push(`distance: ${f.iris}`);
+    if (f.real) labels.push(`Real: ${Math.trunc(100 * f.real)}%`);
    if (f.emotion && f.emotion.length > 0) {
      const emotion = f.emotion.map((a) => `${Math.trunc(100 * a.score)}% ${a.emotion}`);
      if (emotion.length > 3) emotion.length = 3;
--- a/test/build.log
+++ b/test/build.log
@ -1,24 +1,24 @@
-2021-10-13 08:02:50 [36mINFO: [39m @vladmandic/human version 2.3.3 
-2021-10-13 08:02:50 [36mINFO: [39m User: vlado Platform: linux Arch: x64 Node: v16.10.0 
-2021-10-13 08:02:50 [36mINFO: [39m Application: {"name":"@vladmandic/human","version":"2.3.3"} 
-2021-10-13 08:02:50 [36mINFO: [39m Environment: {"profile":"production","config":"build.json","tsconfig":true,"eslintrc":true,"git":true} 
-2021-10-13 08:02:50 [36mINFO: [39m Toolchain: {"build":"0.6.0","esbuild":"0.13.5","typescript":"4.4.4","typedoc":"0.22.5","eslint":"8.0.0"} 
-2021-10-13 08:02:50 [36mINFO: [39m Build: {"profile":"production","steps":["clean","compile","typings","typedoc","lint","changelog"]} 
-2021-10-13 08:02:50 [35mSTATE:[39m Clean: {"locations":["dist/*","types/*","typedoc/*"]} 
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-2021-10-13 08:02:50 [35mSTATE:[39m Compile: {"name":"tfjs/nodejs/gpu","format":"cjs","platform":"node","input":"tfjs/tf-node-gpu.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":110,"outputBytes":1283} 
-2021-10-13 08:02:50 [35mSTATE:[39m Compile: {"name":"human/nodejs/gpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-gpu.js","files":53,"inputBytes":515641,"outputBytes":428196} 
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-2021-10-13 08:02:50 [35mSTATE:[39m Compile: {"name":"tfjs/browser/version","format":"esm","platform":"browser","input":"tfjs/tf-version.ts","output":"dist/tfjs.version.js","files":1,"inputBytes":1063,"outputBytes":1631} 
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-2021-10-13 08:02:52 [35mSTATE:[39m Compile: {"name":"human/browser/iife/bundle","format":"iife","platform":"browser","input":"src/human.ts","output":"dist/human.js","files":53,"inputBytes":3206319,"outputBytes":1607589} 
-2021-10-13 08:02:52 [35mSTATE:[39m Compile: {"name":"human/browser/esm/bundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm.js","files":53,"inputBytes":3206319,"outputBytes":2921701} 
-2021-10-13 08:03:10 [35mSTATE:[39m Typings: {"input":"src/human.ts","output":"types","files":6} 
-2021-10-13 08:03:17 [35mSTATE:[39m TypeDoc: {"input":"src/human.ts","output":"typedoc","objects":35,"generated":true} 
-2021-10-13 08:03:46 [35mSTATE:[39m Lint: {"locations":["*.json","src/**/*.ts","test/**/*.js","demo/**/*.js"],"files":89,"errors":0,"warnings":0} 
-2021-10-13 08:03:47 [35mSTATE:[39m ChangeLog: {"repository":"https://github.com/vladmandic/human","branch":"main","output":"CHANGELOG.md"} 
-2021-10-13 08:03:47 [36mINFO: [39m Done... 
+2021-10-13 10:55:44 [36mINFO: [39m @vladmandic/human version 2.3.3 
+2021-10-13 10:55:44 [36mINFO: [39m User: vlado Platform: linux Arch: x64 Node: v16.10.0 
+2021-10-13 10:55:44 [36mINFO: [39m Application: {"name":"@vladmandic/human","version":"2.3.3"} 
+2021-10-13 10:55:44 [36mINFO: [39m Environment: {"profile":"production","config":"build.json","tsconfig":true,"eslintrc":true,"git":true} 
+2021-10-13 10:55:44 [36mINFO: [39m Toolchain: {"build":"0.6.0","esbuild":"0.13.5","typescript":"4.4.4","typedoc":"0.22.5","eslint":"8.0.0"} 
+2021-10-13 10:55:44 [36mINFO: [39m Build: {"profile":"production","steps":["clean","compile","typings","typedoc","lint","changelog"]} 
+2021-10-13 10:55:44 [35mSTATE:[39m Clean: {"locations":["dist/*","types/*","typedoc/*"]} 
+2021-10-13 10:55:44 [35mSTATE:[39m Compile: {"name":"tfjs/nodejs/cpu","format":"cjs","platform":"node","input":"tfjs/tf-node.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":102,"outputBytes":1275} 
+2021-10-13 10:55:44 [35mSTATE:[39m Compile: {"name":"human/nodejs/cpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node.js","files":54,"inputBytes":519012,"outputBytes":431122} 
+2021-10-13 10:55:44 [35mSTATE:[39m Compile: {"name":"tfjs/nodejs/gpu","format":"cjs","platform":"node","input":"tfjs/tf-node-gpu.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":110,"outputBytes":1283} 
+2021-10-13 10:55:44 [35mSTATE:[39m Compile: {"name":"human/nodejs/gpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-gpu.js","files":54,"inputBytes":519020,"outputBytes":431126} 
+2021-10-13 10:55:44 [35mSTATE:[39m Compile: {"name":"tfjs/nodejs/wasm","format":"cjs","platform":"node","input":"tfjs/tf-node-wasm.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":149,"outputBytes":1350} 
+2021-10-13 10:55:44 [35mSTATE:[39m Compile: {"name":"human/nodejs/wasm","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-wasm.js","files":54,"inputBytes":519087,"outputBytes":431198} 
+2021-10-13 10:55:44 [35mSTATE:[39m Compile: {"name":"tfjs/browser/version","format":"esm","platform":"browser","input":"tfjs/tf-version.ts","output":"dist/tfjs.version.js","files":1,"inputBytes":1063,"outputBytes":1631} 
+2021-10-13 10:55:44 [35mSTATE:[39m Compile: {"name":"tfjs/browser/esm/nobundle","format":"esm","platform":"browser","input":"tfjs/tf-browser.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":3085,"outputBytes":856} 
+2021-10-13 10:55:44 [35mSTATE:[39m Compile: {"name":"human/browser/esm/nobundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm-nobundle.js","files":54,"inputBytes":518593,"outputBytes":432736} 
+2021-10-13 10:55:45 [35mSTATE:[39m Compile: {"name":"tfjs/browser/esm/bundle","format":"esm","platform":"browser","input":"tfjs/tf-browser.ts","output":"dist/tfjs.esm.js","files":8,"inputBytes":3085,"outputBytes":2691961} 
+2021-10-13 10:55:45 [35mSTATE:[39m Compile: {"name":"human/browser/iife/bundle","format":"iife","platform":"browser","input":"src/human.ts","output":"dist/human.js","files":54,"inputBytes":3209698,"outputBytes":1609201} 
+2021-10-13 10:55:46 [35mSTATE:[39m Compile: {"name":"human/browser/esm/bundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm.js","files":54,"inputBytes":3209698,"outputBytes":2924545} 
+2021-10-13 10:56:03 [35mSTATE:[39m Typings: {"input":"src/human.ts","output":"types","files":6} 
+2021-10-13 10:56:09 [35mSTATE:[39m TypeDoc: {"input":"src/human.ts","output":"typedoc","objects":36,"generated":true} 
+2021-10-13 10:56:41 [35mSTATE:[39m Lint: {"locations":["*.json","src/**/*.ts","test/**/*.js","demo/**/*.js"],"files":90,"errors":0,"warnings":0} 
+2021-10-13 10:56:41 [35mSTATE:[39m ChangeLog: {"repository":"https://github.com/vladmandic/human","branch":"main","output":"CHANGELOG.md"} 
+2021-10-13 10:56:41 [36mINFO: [39m Done... 
--- a/typedoc/assets/search.js
+++ b/typedoc/assets/search.js
--- a/typedoc/classes/Models.html
+++ b/typedoc/classes/Models.html
--- a/typedoc/index.html
+++ b/typedoc/index.html
--- a/typedoc/interfaces/BodyConfig.html
+++ b/typedoc/interfaces/BodyConfig.html
--- a/typedoc/interfaces/BodyResult.html
+++ b/typedoc/interfaces/BodyResult.html
--- a/typedoc/interfaces/Config.html
+++ b/typedoc/interfaces/Config.html
@ -1,9 +1,9 @@
 <!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 - v2.3.3</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.3"/><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 - v2.3.3</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 - v2.3.3</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">
+</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#L257">config.ts:257</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Perform model loading and inference concurrently or sequentially</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="backend" class="tsd-anchor"></a><h3>backend</h3><div class="tsd-signature tsd-kind-icon">backend<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">&quot;&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;cpu&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;wasm&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;webgl&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;humangl&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;tensorflow&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;webgpu&quot;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L237">config.ts:237</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-interface"><a name="backend" class="tsd-anchor"></a><h3>backend</h3><div class="tsd-signature tsd-kind-icon">backend<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">&quot;&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;cpu&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;wasm&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;webgl&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;humangl&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;tensorflow&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;webgpu&quot;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L245">config.ts:245</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Backend used for TFJS operations
 Valid build-in backends are:</p>
 <ul>
@ -15,45 +15,45 @@ Valid build-in backends are:</p>
 <li>Browser: <code>webgpu</code> - requires custom build of <code>tfjs-backend-webgpu</code></li>
 </ul>
 <p>Defaults: <code>humangl</code> for browser and <code>tensorflow</code> for nodejs</p>
-</div></div></section><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> <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="BodyConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">BodyConfig</a><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/config.ts#L285">config.ts:285</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-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> <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="BodyConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">BodyConfig</a><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/config.ts#L293">config.ts:293</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p><a href="BodyConfig.html">BodyConfig</a></p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="cacheSensitivity" class="tsd-anchor"></a><h3>cache<wbr/>Sensitivity</h3><div class="tsd-signature tsd-kind-icon">cache<wbr/>Sensitivity<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#L266">config.ts:266</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-interface"><a name="cacheSensitivity" class="tsd-anchor"></a><h3>cache<wbr/>Sensitivity</h3><div class="tsd-signature tsd-kind-icon">cache<wbr/>Sensitivity<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#L274">config.ts:274</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Cache sensitivity</p>
 <ul>
 <li>values 0..1 where 0.01 means reset cache if input changed more than 1%</li>
 <li>set to 0 to disable caching</li>
 </ul>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="debug" class="tsd-anchor"></a><h3>debug</h3><div class="tsd-signature tsd-kind-icon">debug<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#L246">config.ts:246</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-interface"><a name="debug" class="tsd-anchor"></a><h3>debug</h3><div class="tsd-signature tsd-kind-icon">debug<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#L254">config.ts:254</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Print debug statements to console</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="face" class="tsd-anchor"></a><h3>face</h3><div class="tsd-signature tsd-kind-icon">face<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="FaceConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">FaceConfig</a><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/config.ts#L282">config.ts:282</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-interface"><a name="face" class="tsd-anchor"></a><h3>face</h3><div class="tsd-signature tsd-kind-icon">face<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="FaceConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">FaceConfig</a><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/config.ts#L290">config.ts:290</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p><a href="FaceConfig.html">FaceConfig</a></p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="filter" class="tsd-anchor"></a><h3>filter</h3><div class="tsd-signature tsd-kind-icon">filter<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="FilterConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">FilterConfig</a><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/config.ts#L276">config.ts:276</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-interface"><a name="filter" class="tsd-anchor"></a><h3>filter</h3><div class="tsd-signature tsd-kind-icon">filter<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="FilterConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">FilterConfig</a><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/config.ts#L284">config.ts:284</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Run input through image filters before inference</p>
 <ul>
 <li>image filters run with near-zero latency as they are executed on the GPU</li>
 </ul>
 </div><div><p><a href="FilterConfig.html">FilterConfig</a></p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="gesture" class="tsd-anchor"></a><h3>gesture</h3><div class="tsd-signature tsd-kind-icon">gesture<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="GestureConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">GestureConfig</a><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/config.ts#L279">config.ts:279</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-interface"><a name="gesture" class="tsd-anchor"></a><h3>gesture</h3><div class="tsd-signature tsd-kind-icon">gesture<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="GestureConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">GestureConfig</a><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/config.ts#L287">config.ts:287</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p><a href="GestureConfig.html">GestureConfig</a></p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="hand" class="tsd-anchor"></a><h3>hand</h3><div class="tsd-signature tsd-kind-icon">hand<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="HandConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">HandConfig</a><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/config.ts#L288">config.ts:288</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-interface"><a name="hand" class="tsd-anchor"></a><h3>hand</h3><div class="tsd-signature tsd-kind-icon">hand<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="HandConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">HandConfig</a><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/config.ts#L296">config.ts:296</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p><a href="HandConfig.html">HandConfig</a></p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="modelBasePath" class="tsd-anchor"></a><h3>model<wbr/>Base<wbr/>Path</h3><div class="tsd-signature tsd-kind-icon">model<wbr/>Base<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#L260">config.ts:260</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-interface"><a name="modelBasePath" class="tsd-anchor"></a><h3>model<wbr/>Base<wbr/>Path</h3><div class="tsd-signature tsd-kind-icon">model<wbr/>Base<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#L268">config.ts:268</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Base model path (typically starting with file://, http:// or https://) for all models</p>
 <ul>
 <li>individual modelPath values are relative to this path</li>
 </ul>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="object" class="tsd-anchor"></a><h3>object</h3><div class="tsd-signature tsd-kind-icon">object<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="ObjectConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">ObjectConfig</a><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/config.ts#L291">config.ts:291</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-interface"><a name="object" class="tsd-anchor"></a><h3>object</h3><div class="tsd-signature tsd-kind-icon">object<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="ObjectConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">ObjectConfig</a><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/config.ts#L299">config.ts:299</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p><a href="ObjectConfig.html">ObjectConfig</a></p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="segmentation" class="tsd-anchor"></a><h3>segmentation</h3><div class="tsd-signature tsd-kind-icon">segmentation<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="SegmentationConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">SegmentationConfig</a><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/config.ts#L294">config.ts:294</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-interface"><a name="segmentation" class="tsd-anchor"></a><h3>segmentation</h3><div class="tsd-signature tsd-kind-icon">segmentation<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="SegmentationConfig.html" class="tsd-signature-type" data-tsd-kind="Interface">SegmentationConfig</a><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/config.ts#L302">config.ts:302</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p><a href="SegmentationConfig.html">SegmentationConfig</a></p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="skipFrame" class="tsd-anchor"></a><h3>skip<wbr/>Frame</h3><div class="tsd-signature tsd-kind-icon">skip<wbr/>Frame<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#L269">config.ts:269</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-interface"><a name="skipFrame" class="tsd-anchor"></a><h3>skip<wbr/>Frame</h3><div class="tsd-signature tsd-kind-icon">skip<wbr/>Frame<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#L277">config.ts:277</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Internal Variable</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="warmup" class="tsd-anchor"></a><h3>warmup</h3><div class="tsd-signature tsd-kind-icon">warmup<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">&quot;face&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;body&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;none&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;full&quot;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L254">config.ts:254</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-interface"><a name="warmup" class="tsd-anchor"></a><h3>warmup</h3><div class="tsd-signature tsd-kind-icon">warmup<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">&quot;face&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;body&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;none&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;full&quot;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/config.ts#L262">config.ts:262</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>What to use for <code>human.warmup()</code></p>
 <ul>
 <li>warmup pre-initializes all models for faster inference but can take significant time on startup</li>
 </ul>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="wasmPath" class="tsd-anchor"></a><h3>wasm<wbr/>Path</h3><div class="tsd-signature tsd-kind-icon">wasm<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#L243">config.ts:243</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-interface"><a name="wasmPath" class="tsd-anchor"></a><h3>wasm<wbr/>Path</h3><div class="tsd-signature tsd-kind-icon">wasm<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#L251">config.ts:251</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Path to *.wasm files if backend is set to <code>wasm</code></p>
 <ul>
 <li>if not set, auto-detects to link to CDN <code>jsdelivr</code> when running in browser</li>
--- a/typedoc/interfaces/FaceAntiSpoofConfig.html
+++ b/typedoc/interfaces/FaceAntiSpoofConfig.html
@ -0,0 +1,3 @@
+<!DOCTYPE html><html class="default no-js"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>FaceAntiSpoofConfig | @vladmandic/human - v2.3.3</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.3"/><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 - v2.3.3</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 - v2.3.3</a></li><li><a href="FaceAntiSpoofConfig.html">FaceAntiSpoofConfig</a></li></ul><h1>Interface FaceAntiSpoofConfig</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">FaceAntiSpoofConfig</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="FaceAntiSpoofConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceAntiSpoofConfig.html#modelPath" class="tsd-kind-icon">model<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceAntiSpoofConfig.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#L47">config.ts:47</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#L49">config.ts:49</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#L48">config.ts:48</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="FaceAntiSpoofConfig.html" class="tsd-kind-icon">Face<wbr/>Anti<wbr/>Spoof<wbr/>Config</a><ul><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceAntiSpoofConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceAntiSpoofConfig.html#modelPath" class="tsd-kind-icon">model<wbr/>Path</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceAntiSpoofConfig.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>
--- a/typedoc/interfaces/FaceConfig.html
+++ b/typedoc/interfaces/FaceConfig.html
--- a/typedoc/interfaces/FaceResult.html
+++ b/typedoc/interfaces/FaceResult.html
--- a/typedoc/interfaces/FilterConfig.html
+++ b/typedoc/interfaces/FilterConfig.html
@ -4,44 +4,44 @@
 <li>available only in Browser environments</li>
 <li>image filters run with near-zero latency as they are executed on the GPU using WebGL</li>
 </ul>
-</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><span class="target">FilterConfig</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="FilterConfig.html#blur" class="tsd-kind-icon">blur</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#brightness" class="tsd-kind-icon">brightness</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#contrast" class="tsd-kind-icon">contrast</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#flip" class="tsd-kind-icon">flip</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#height" class="tsd-kind-icon">height</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#hue" class="tsd-kind-icon">hue</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#kodachrome" class="tsd-kind-icon">kodachrome</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#negative" class="tsd-kind-icon">negative</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#pixelate" class="tsd-kind-icon">pixelate</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#polaroid" class="tsd-kind-icon">polaroid</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#return" class="tsd-kind-icon">return</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#saturation" class="tsd-kind-icon">saturation</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#sepia" class="tsd-kind-icon">sepia</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#sharpness" class="tsd-kind-icon">sharpness</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#technicolor" class="tsd-kind-icon">technicolor</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#vintage" class="tsd-kind-icon">vintage</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#width" class="tsd-kind-icon">width</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="blur" class="tsd-anchor"></a><h3>blur</h3><div class="tsd-signature tsd-kind-icon">blur<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#L192">config.ts:192</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
+</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><span class="target">FilterConfig</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="FilterConfig.html#blur" class="tsd-kind-icon">blur</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#brightness" class="tsd-kind-icon">brightness</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#contrast" class="tsd-kind-icon">contrast</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#flip" class="tsd-kind-icon">flip</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#height" class="tsd-kind-icon">height</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#hue" class="tsd-kind-icon">hue</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#kodachrome" class="tsd-kind-icon">kodachrome</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#negative" class="tsd-kind-icon">negative</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#pixelate" class="tsd-kind-icon">pixelate</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#polaroid" class="tsd-kind-icon">polaroid</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#return" class="tsd-kind-icon">return</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#saturation" class="tsd-kind-icon">saturation</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#sepia" class="tsd-kind-icon">sepia</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#sharpness" class="tsd-kind-icon">sharpness</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#technicolor" class="tsd-kind-icon">technicolor</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#vintage" class="tsd-kind-icon">vintage</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FilterConfig.html#width" class="tsd-kind-icon">width</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="blur" class="tsd-anchor"></a><h3>blur</h3><div class="tsd-signature tsd-kind-icon">blur<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#L200">config.ts:200</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Range: 0 (no blur) to N (blur radius in pixels)</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="brightness" class="tsd-anchor"></a><h3>brightness</h3><div class="tsd-signature tsd-kind-icon">brightness<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#L186">config.ts:186</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-interface"><a name="brightness" class="tsd-anchor"></a><h3>brightness</h3><div class="tsd-signature tsd-kind-icon">brightness<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#L194">config.ts:194</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Range: -1 (darken) to 1 (lighten)</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="contrast" class="tsd-anchor"></a><h3>contrast</h3><div class="tsd-signature tsd-kind-icon">contrast<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#L188">config.ts:188</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-interface"><a name="contrast" class="tsd-anchor"></a><h3>contrast</h3><div class="tsd-signature tsd-kind-icon">contrast<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#L196">config.ts:196</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Range: -1 (reduce contrast) to 1 (increase contrast)</p>
-</div></div></section><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#L168">config.ts:168</a></li></ul></aside></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="flip" class="tsd-anchor"></a><h3>flip</h3><div class="tsd-signature tsd-kind-icon">flip<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#L184">config.ts:184</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-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#L176">config.ts:176</a></li></ul></aside></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="flip" class="tsd-anchor"></a><h3>flip</h3><div class="tsd-signature tsd-kind-icon">flip<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#L192">config.ts:192</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Flip input as mirror image</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="height" class="tsd-anchor"></a><h3>height</h3><div class="tsd-signature tsd-kind-icon">height<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#L180">config.ts:180</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-interface"><a name="height" class="tsd-anchor"></a><h3>height</h3><div class="tsd-signature tsd-kind-icon">height<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#L188">config.ts:188</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Resize input height</p>
 <ul>
 <li>if both width and height are set to 0, there is no resizing</li>
 <li>if just one is set, second one is scaled automatically</li>
 <li>if both are set, values are used as-is</li>
 </ul>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="hue" class="tsd-anchor"></a><h3>hue</h3><div class="tsd-signature tsd-kind-icon">hue<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#L196">config.ts:196</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-interface"><a name="hue" class="tsd-anchor"></a><h3>hue</h3><div class="tsd-signature tsd-kind-icon">hue<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#L204">config.ts:204</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Range: 0 (no change) to 360 (hue rotation in degrees)</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="kodachrome" class="tsd-anchor"></a><h3>kodachrome</h3><div class="tsd-signature tsd-kind-icon">kodachrome<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#L204">config.ts:204</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-interface"><a name="kodachrome" class="tsd-anchor"></a><h3>kodachrome</h3><div class="tsd-signature tsd-kind-icon">kodachrome<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#L212">config.ts:212</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Image kodachrome colors</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="negative" class="tsd-anchor"></a><h3>negative</h3><div class="tsd-signature tsd-kind-icon">negative<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#L198">config.ts:198</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-interface"><a name="negative" class="tsd-anchor"></a><h3>negative</h3><div class="tsd-signature tsd-kind-icon">negative<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#L206">config.ts:206</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Image negative</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="pixelate" class="tsd-anchor"></a><h3>pixelate</h3><div class="tsd-signature tsd-kind-icon">pixelate<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#L210">config.ts:210</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-interface"><a name="pixelate" class="tsd-anchor"></a><h3>pixelate</h3><div class="tsd-signature tsd-kind-icon">pixelate<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#L218">config.ts:218</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Range: 0 (no pixelate) to N (number of pixels to pixelate)</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="polaroid" class="tsd-anchor"></a><h3>polaroid</h3><div class="tsd-signature tsd-kind-icon">polaroid<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#L208">config.ts:208</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-interface"><a name="polaroid" class="tsd-anchor"></a><h3>polaroid</h3><div class="tsd-signature tsd-kind-icon">polaroid<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#L216">config.ts:216</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Image polaroid camera effect</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="return" class="tsd-anchor"></a><h3>return</h3><div class="tsd-signature tsd-kind-icon">return<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#L182">config.ts:182</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-interface"><a name="return" class="tsd-anchor"></a><h3>return</h3><div class="tsd-signature tsd-kind-icon">return<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#L190">config.ts:190</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Return processed canvas imagedata in result</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="saturation" class="tsd-anchor"></a><h3>saturation</h3><div class="tsd-signature tsd-kind-icon">saturation<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#L194">config.ts:194</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-interface"><a name="saturation" class="tsd-anchor"></a><h3>saturation</h3><div class="tsd-signature tsd-kind-icon">saturation<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#L202">config.ts:202</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Range: -1 (reduce saturation) to 1 (increase saturation)</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="sepia" class="tsd-anchor"></a><h3>sepia</h3><div class="tsd-signature tsd-kind-icon">sepia<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#L200">config.ts:200</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-interface"><a name="sepia" class="tsd-anchor"></a><h3>sepia</h3><div class="tsd-signature tsd-kind-icon">sepia<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#L208">config.ts:208</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Image sepia colors</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="sharpness" class="tsd-anchor"></a><h3>sharpness</h3><div class="tsd-signature tsd-kind-icon">sharpness<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#L190">config.ts:190</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-interface"><a name="sharpness" class="tsd-anchor"></a><h3>sharpness</h3><div class="tsd-signature tsd-kind-icon">sharpness<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#L198">config.ts:198</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Range: 0 (no sharpening) to 1 (maximum sharpening)</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="technicolor" class="tsd-anchor"></a><h3>technicolor</h3><div class="tsd-signature tsd-kind-icon">technicolor<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#L206">config.ts:206</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-interface"><a name="technicolor" class="tsd-anchor"></a><h3>technicolor</h3><div class="tsd-signature tsd-kind-icon">technicolor<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#L214">config.ts:214</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Image technicolor colors</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="vintage" class="tsd-anchor"></a><h3>vintage</h3><div class="tsd-signature tsd-kind-icon">vintage<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#L202">config.ts:202</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-interface"><a name="vintage" class="tsd-anchor"></a><h3>vintage</h3><div class="tsd-signature tsd-kind-icon">vintage<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#L210">config.ts:210</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Image vintage colors</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="width" class="tsd-anchor"></a><h3>width</h3><div class="tsd-signature tsd-kind-icon">width<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#L174">config.ts:174</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-interface"><a name="width" class="tsd-anchor"></a><h3>width</h3><div class="tsd-signature tsd-kind-icon">width<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#L182">config.ts:182</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Resize input width</p>
 <ul>
 <li>if both width and height are set to 0, there is no resizing</li>
--- a/typedoc/interfaces/GestureConfig.html
+++ b/typedoc/interfaces/GestureConfig.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>GestureConfig | @vladmandic/human - v2.3.3</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.3"/><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 - v2.3.3</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 - v2.3.3</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>
+</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#L223">config.ts:223</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>
--- a/typedoc/interfaces/HandConfig.html
+++ b/typedoc/interfaces/HandConfig.html
--- a/typedoc/interfaces/HandResult.html
+++ b/typedoc/interfaces/HandResult.html
--- a/typedoc/interfaces/ObjectConfig.html
+++ b/typedoc/interfaces/ObjectConfig.html
--- a/typedoc/interfaces/ObjectResult.html
+++ b/typedoc/interfaces/ObjectResult.html
--- a/typedoc/interfaces/PersonResult.html
+++ b/typedoc/interfaces/PersonResult.html
--- a/typedoc/interfaces/Result.html
+++ b/typedoc/interfaces/Result.html
@ -1,22 +1,22 @@
 <!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 - v2.3.3</title><meta name="description" content="Documentation for @vladmandic/human - v2.3.3"/><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 - v2.3.3</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 - v2.3.3</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">
+</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#L189">result.ts:189</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p><a href="BodyResult.html">BodyResult</a>: detection &amp; analysis results</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="canvas" class="tsd-anchor"></a><h3><span class="tsd-flag ts-flagOptional">Optional</span> canvas</h3><div class="tsd-signature tsd-kind-icon">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></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/result.ts#L197">result.ts:197</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-interface"><a name="canvas" class="tsd-anchor"></a><h3><span class="tsd-flag ts-flagOptional">Optional</span> canvas</h3><div class="tsd-signature tsd-kind-icon">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></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/result.ts#L199">result.ts:199</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>optional processed canvas that can be used to draw input on screen</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="face" class="tsd-anchor"></a><h3>face</h3><div class="tsd-signature tsd-kind-icon">face<span class="tsd-signature-symbol">:</span> <a href="FaceResult.html" class="tsd-signature-type" data-tsd-kind="Interface">FaceResult</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#L185">result.ts:185</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-interface"><a name="face" class="tsd-anchor"></a><h3>face</h3><div class="tsd-signature tsd-kind-icon">face<span class="tsd-signature-symbol">:</span> <a href="FaceResult.html" class="tsd-signature-type" data-tsd-kind="Interface">FaceResult</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">
 <p><a href="FaceResult.html">FaceResult</a>: detection &amp; analysis results</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="gesture" class="tsd-anchor"></a><h3>gesture</h3><div class="tsd-signature tsd-kind-icon">gesture<span class="tsd-signature-symbol">:</span> <a href="../index.html#GestureResult" class="tsd-signature-type" data-tsd-kind="Type alias">GestureResult</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#L191">result.ts:191</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-interface"><a name="gesture" class="tsd-anchor"></a><h3>gesture</h3><div class="tsd-signature tsd-kind-icon">gesture<span class="tsd-signature-symbol">:</span> <a href="../index.html#GestureResult" class="tsd-signature-type" data-tsd-kind="Type alias">GestureResult</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#L193">result.ts:193</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p><a href="../index.html#GestureResult">GestureResult</a>: detection &amp; analysis results</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="hand" class="tsd-anchor"></a><h3>hand</h3><div class="tsd-signature tsd-kind-icon">hand<span class="tsd-signature-symbol">:</span> <a href="HandResult.html" class="tsd-signature-type" data-tsd-kind="Interface">HandResult</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#L189">result.ts:189</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-interface"><a name="hand" class="tsd-anchor"></a><h3>hand</h3><div class="tsd-signature tsd-kind-icon">hand<span class="tsd-signature-symbol">:</span> <a href="HandResult.html" class="tsd-signature-type" data-tsd-kind="Interface">HandResult</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#L191">result.ts:191</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p><a href="HandResult.html">HandResult</a>: detection &amp; analysis results</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="object" class="tsd-anchor"></a><h3>object</h3><div class="tsd-signature tsd-kind-icon">object<span class="tsd-signature-symbol">:</span> <a href="ObjectResult.html" class="tsd-signature-type" data-tsd-kind="Interface">ObjectResult</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#L193">result.ts:193</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-interface"><a name="object" class="tsd-anchor"></a><h3>object</h3><div class="tsd-signature tsd-kind-icon">object<span class="tsd-signature-symbol">:</span> <a href="ObjectResult.html" class="tsd-signature-type" data-tsd-kind="Interface">ObjectResult</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#L195">result.ts:195</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p><a href="ObjectResult.html">ObjectResult</a>: detection &amp; analysis results</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="performance" class="tsd-anchor"></a><h3>performance</h3><div class="tsd-signature tsd-kind-icon">performance<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/result.ts#L195">result.ts:195</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-interface"><a name="performance" class="tsd-anchor"></a><h3>performance</h3><div class="tsd-signature tsd-kind-icon">performance<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/result.ts#L197">result.ts:197</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>global performance object with timing values for each operation</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="persons" class="tsd-anchor"></a><h3>persons</h3><div class="tsd-signature tsd-kind-icon">persons<span class="tsd-signature-symbol">:</span> <a href="PersonResult.html" class="tsd-signature-type" data-tsd-kind="Interface">PersonResult</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#L201">result.ts:201</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-interface"><a name="persons" class="tsd-anchor"></a><h3>persons</h3><div class="tsd-signature tsd-kind-icon">persons<span class="tsd-signature-symbol">:</span> <a href="PersonResult.html" class="tsd-signature-type" data-tsd-kind="Interface">PersonResult</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#L203">result.ts:203</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>getter property that returns unified persons object</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a name="timestamp" class="tsd-anchor"></a><h3><span class="tsd-flag ts-flagReadonly">Readonly</span> timestamp</h3><div class="tsd-signature tsd-kind-icon">timestamp<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/result.ts#L199">result.ts:199</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-interface"><a name="timestamp" class="tsd-anchor"></a><h3><span class="tsd-flag ts-flagReadonly">Readonly</span> timestamp</h3><div class="tsd-signature tsd-kind-icon">timestamp<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/result.ts#L201">result.ts:201</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>timestamp of detection representing the milliseconds elapsed since the UNIX epoch</p>
 </div></div></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="Result.html" class="tsd-kind-icon">Result</a><ul><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></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>
--- a/typedoc/interfaces/SegmentationConfig.html
+++ b/typedoc/interfaces/SegmentationConfig.html
@ -11,4 +11,4 @@ remove background or replace it with user-provided background</p>
 </ul>
 <p>Changing <code>modelPath</code> will change module responsible for hand detection and tracking
 Allowed values are <code>selfie.json</code> and <code>meet.json</code></p>
-</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><span class="target">SegmentationConfig</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="SegmentationConfig.html#blur" class="tsd-kind-icon">blur</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="SegmentationConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="SegmentationConfig.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="blur" class="tsd-anchor"></a><h3>blur</h3><div class="tsd-signature tsd-kind-icon">blur<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#L160">config.ts:160</a></li></ul></aside></section><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#L158">config.ts:158</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#L159">config.ts:159</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="SegmentationConfig.html" class="tsd-kind-icon">Segmentation<wbr/>Config</a><ul><li class="tsd-kind-property tsd-parent-kind-interface"><a href="SegmentationConfig.html#blur" class="tsd-kind-icon">blur</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="SegmentationConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="SegmentationConfig.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>
+</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><span class="target">SegmentationConfig</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="SegmentationConfig.html#blur" class="tsd-kind-icon">blur</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="SegmentationConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="SegmentationConfig.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="blur" class="tsd-anchor"></a><h3>blur</h3><div class="tsd-signature tsd-kind-icon">blur<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#L168">config.ts:168</a></li></ul></aside></section><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#L166">config.ts:166</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#L167">config.ts:167</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="SegmentationConfig.html" class="tsd-kind-icon">Segmentation<wbr/>Config</a><ul><li class="tsd-kind-property tsd-parent-kind-interface"><a href="SegmentationConfig.html#blur" class="tsd-kind-icon">blur</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="SegmentationConfig.html#enabled" class="tsd-kind-icon">enabled</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="SegmentationConfig.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>
--- a/types/src/config.d.ts
+++ b/types/src/config.d.ts
@ -34,6 +34,12 @@ export interface FaceEmotionConfig {
    skipFrames: number;
    modelPath: string;
 }
+/** Emotion part of face configuration */
+export interface FaceAntiSpoofConfig {
+    enabled: boolean;
+    skipFrames: number;
+    modelPath: string;
+}
 /** Controlls and configures all face-specific options:
 * - face detection, face mesh detection, age, gender, emotion detection and face description
 *
@ -53,6 +59,7 @@ export interface FaceConfig {
    iris: Partial<FaceIrisConfig>;
    description: Partial<FaceDescriptionConfig>;
    emotion: Partial<FaceEmotionConfig>;
+    antispoof: Partial<FaceAntiSpoofConfig>;
 }
 /** Controlls and configures all body detection specific options
 *
--- a/types/src/config.d.ts.map
+++ b/types/src/config.d.ts.map
@ -1 +1 @@
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+{"version":3,"file":"config.d.ts","sourceRoot":"","sources":["../../src/config.ts"],"names":[],"mappings":"AAGA,2CAA2C;AAC3C,MAAM,WAAW,kBAAkB;IACjC,SAAS,EAAE,MAAM,CAAC;IAClB,QAAQ,EAAE,OAAO,CAAC;IAClB,WAAW,EAAE,MAAM,CAAC;IACpB,UAAU,EAAE,MAAM,CAAC;IACnB,aAAa,EAAE,MAAM,CAAC;IACtB,YAAY,EAAE,MAAM,CAAC;IACrB,MAAM,EAAE,OAAO,CAAC;CACjB;AAED,sCAAsC;AACtC,MAAM,WAAW,cAAc;IAC7B,OAAO,EAAE,OAAO,CAAC;IACjB,SAAS,EAAE,MAAM,CAAC;CACnB;AAED,sCAAsC;AACtC,MAAM,WAAW,cAAc;IAC7B,OAAO,EAAE,OAAO,CAAC;IACjB,SAAS,EAAE,MAAM,CAAC;CACnB;AAED;;GAEG;AACH,MAAM,WAAW,qBAAqB;IACpC,OAAO,EAAE,OAAO,CAAC;IACjB,SAAS,EAAE,MAAM,CAAC;IAClB,UAAU,EAAE,MAAM,CAAC;IACnB,aAAa,EAAE,MAAM,CAAC;CACvB;AAED,yCAAyC;AACzC,MAAM,WAAW,iBAAiB;IAChC,OAAO,EAAE,OAAO,CAAC;IACjB,aAAa,EAAE,MAAM,CAAC;IACtB,UAAU,EAAE,MAAM,CAAC;IACnB,SAAS,EAAE,MAAM,CAAC;CACnB;AAED,yCAAyC;AACzC,MAAM,WAAW,mBAAmB;IAClC,OAAO,EAAE,OAAO,CAAC;IACjB,UAAU,EAAE,MAAM,CAAC;IACnB,SAAS,EAAE,MAAM,CAAC;CACnB;AAED;;;;;;;;;;;EAWE;AACF,MAAM,WAAW,UAAU;IACzB,OAAO,EAAE,OAAO,CAAC;IACjB,QAAQ,EAAE,OAAO,CAAC,kBAAkB,CAAC,CAAC;IACtC,IAAI,EAAE,OAAO,CAAC,cAAc,CAAC,CAAC;IAC9B,IAAI,EAAE,OAAO,CAAC,cAAc,CAAC,CAAC;IAC9B,WAAW,EAAE,OAAO,CAAC,qBAAqB,CAAC,CAAC;IAC5C,OAAO,EAAE,OAAO,CAAC,iBAAiB,CAAC,CAAC;IACpC,SAAS,EAAE,OAAO,CAAC,mBAAmB,CAAC,CAAC;CACzC;AAED;;;;;;;;;;;;;;EAcE;AACF,MAAM,WAAW,UAAU;IACzB,OAAO,EAAE,OAAO,CAAC;IACjB,SAAS,EAAE,MAAM,CAAC;IAClB,WAAW,EAAE,MAAM,CAAC;IACpB,aAAa,EAAE,MAAM,CAAC;IACtB,UAAU,EAAE,MAAM,CAAC;IACnB,QAAQ,CAAC,EAAE;QACT,SAAS,EAAE,MAAM,CAAA;KAClB,CAAC;CACH;AAED;;;;;;;;;;;;;;;EAeE;AACF,MAAM,WAAW,UAAU;IACzB,OAAO,EAAE,OAAO,CAAC;IACjB,QAAQ,EAAE,OAAO,CAAC;IAClB,UAAU,EAAE,MAAM,CAAC;IACnB,aAAa,EAAE,MAAM,CAAC;IACtB,YAAY,EAAE,MAAM,CAAC;IACrB,WAAW,EAAE,MAAM,CAAC;IACpB,SAAS,EAAE,OAAO,CAAC;IACnB,QAAQ,EAAE;QACR,SAAS,CAAC,EAAE,MAAM,CAAC;KACpB,CAAC;IACF,QAAQ,EAAE;QACR,SAAS,CAAC,EAAE,MAAM,CAAC;KACpB,CAAC;CACH;AAED;;;;;;;;;EASE;AACF,MAAM,WAAW,YAAY;IAC3B,OAAO,EAAE,OAAO,CAAC;IACjB,SAAS,EAAE,MAAM,CAAC;IAClB,aAAa,EAAE,MAAM,CAAC;IACtB,YAAY,EAAE,MAAM,CAAC;IACrB,WAAW,EAAE,MAAM,CAAC;IACpB,UAAU,EAAE,MAAM,CAAC;CACpB;AAED;;;;;;;;;;;;;EAaE;AACF,MAAM,WAAW,kBAAkB;IACjC,OAAO,EAAE,OAAO,CAAC;IACjB,SAAS,EAAE,MAAM,CAAC;IAClB,IAAI,EAAE,MAAM,CAAC;CACd;AAED;;;EAGE;AACF,MAAM,WAAW,YAAY;IAC3B,OAAO,EAAE,OAAO,CAAC;IACjB;;;;MAIE;IACF,KAAK,EAAE,MAAM,CAAC;IACd;;;;MAIE;IACF,MAAM,EAAE,MAAM,CAAC;IACf,kDAAkD;IAClD,MAAM,EAAE,OAAO,CAAC;IAChB,iCAAiC;IACjC,IAAI,EAAE,OAAO,CAAC;IACd,wCAAwC;IACxC,UAAU,EAAE,MAAM,CAAC;IACnB,2DAA2D;IAC3D,QAAQ,EAAE,MAAM,CAAC;IACjB,yDAAyD;IACzD,SAAS,EAAE,MAAM,CAAC;IAClB,sDAAsD;IACtD,IAAI,EAAE,MAAM,CAAA;IACZ,+DAA+D;IAC/D,UAAU,EAAE,MAAM,CAAC;IACnB,4DAA4D;IAC5D,GAAG,EAAE,MAAM,CAAC;IACZ,qBAAqB;IACrB,QAAQ,EAAE,OAAO,CAAC;IAClB,yBAAyB;IACzB,KAAK,EAAE,OAAO,CAAC;IACf,2BAA2B;IAC3B,OAAO,EAAE,OAAO,CAAC;IACjB,8BAA8B;IAC9B,UAAU,EAAE,OAAO,CAAC;IACpB,+BAA+B;IAC/B,WAAW,EAAE,OAAO,CAAC;IACrB,mCAAmC;IACnC,QAAQ,EAAE,OAAO,CAAC;IAClB,iEAAiE;IACjE,QAAQ,EAAE,MAAM,CAAC;CAClB;AAED,kCAAkC;AAClC,MAAM,WAAW,aAAa;IAC5B,OAAO,EAAE,OAAO,CAAC;CAClB;AAED;;;;;;;GAOG;AACH,MAAM,WAAW,MAAM;IACrB;;;;;;;;;MASE;IACF,OAAO,EAAE,EAAE,GAAG,KAAK,GAAG,MAAM,GAAG,OAAO,GAAG,SAAS,GAAG,YAAY,GAAG,QAAQ,CAAC;IAG7E;;MAEE;IACF,QAAQ,EAAE,MAAM,CAAC;IAEjB,wCAAwC;IACxC,KAAK,EAAE,OAAO,CAAC;IAEf,uEAAuE;IACvE,KAAK,EAAE,OAAO,CAAC;IAEf;;MAEE;IACF,MAAM,EAAE,MAAM,GAAG,MAAM,GAAG,MAAM,GAAG,MAAM,CAAC;IAG1C;;MAEE;IACF,aAAa,EAAE,MAAM,CAAC;IAEtB;;;MAGE;IACF,gBAAgB,EAAE,MAAM,CAAC;IAEzB,wBAAwB;IACxB,SAAS,EAAE,OAAO,CAAC;IAEnB;;;;MAIE;IACF,MAAM,EAAE,OAAO,CAAC,YAAY,CAAC,CAAC;IAE9B,4BAA4B;IAC5B,OAAO,EAAE,OAAO,CAAC,aAAa,CAAC,CAAC;IAEhC,yBAAyB;IACzB,IAAI,EAAE,OAAO,CAAC,UAAU,CAAC,CAAC;IAE1B,yBAAyB;IACzB,IAAI,EAAE,OAAO,CAAC,UAAU,CAAC,CAAC;IAE1B,yBAAyB;IACzB,IAAI,EAAE,OAAO,CAAC,UAAU,CAAC,CAAC;IAE1B,2BAA2B;IAC3B,MAAM,EAAE,OAAO,CAAC,YAAY,CAAC,CAAC;IAE9B,iCAAiC;IACjC,YAAY,EAAE,OAAO,CAAC,kBAAkB,CAAC,CAAC;CAC3C;AAED;;;GAGG;AACH,QAAA,MAAM,MAAM,EAAE,MA0Kb,CAAC;AAEF,OAAO,EAAE,MAAM,IAAI,QAAQ,EAAE,CAAC"}
--- a/types/src/face/antispoof.d.ts
+++ b/types/src/face/antispoof.d.ts
@ -0,0 +1,8 @@
+/**
+ * Anti-spoofing model implementation
+ */
+import type { Config } from '../config';
+import type { GraphModel, Tensor } from '../tfjs/types';
+export declare function load(config: Config): Promise<GraphModel>;
+export declare function predict(image: Tensor, config: Config, idx: any, count: any): Promise<unknown>;
+//# sourceMappingURL=antispoof.d.ts.map
--- a/types/src/face/antispoof.d.ts.map
+++ b/types/src/face/antispoof.d.ts.map
@ -0,0 +1 @@
+{"version":3,"file":"antispoof.d.ts","sourceRoot":"","sources":["../../../src/face/antispoof.ts"],"names":[],"mappings":"AAAA;;GAEG;AAGH,OAAO,KAAK,EAAE,MAAM,EAAE,MAAM,WAAW,CAAC;AACxC,OAAO,KAAK,EAAE,UAAU,EAAE,MAAM,EAAE,MAAM,eAAe,CAAC;AASxD,wBAAsB,IAAI,CAAC,MAAM,EAAE,MAAM,GAAG,OAAO,CAAC,UAAU,CAAC,CAQ9D;AAED,wBAAsB,OAAO,CAAC,KAAK,EAAE,MAAM,EAAE,MAAM,EAAE,MAAM,EAAE,GAAG,KAAA,EAAE,KAAK,KAAA,oBAgBtE"}
--- a/types/src/face/face.d.ts.map
+++ b/types/src/face/face.d.ts.map
@ -1 +1 @@
-{"version":3,"file":"face.d.ts","sourceRoot":"","sources":["../../../src/face/face.ts"],"names":[],"mappings":"AAAA;;;GAGG;AAOH,OAAO,KAAK,EAAE,UAAU,EAAE,MAAM,WAAW,CAAC;AAC5C,OAAO,KAAK,EAAE,MAAM,EAAE,MAAM,eAAe,CAAC;AAG5C,eAAO,MAAM,UAAU,uBAAiD,MAAM,KAAG,QAAQ,UAAU,EAAE,CAqHpG,CAAC"}
+{"version":3,"file":"face.d.ts","sourceRoot":"","sources":["../../../src/face/face.ts"],"names":[],"mappings":"AAAA;;;GAGG;AAQH,OAAO,KAAK,EAAE,UAAU,EAAE,MAAM,WAAW,CAAC;AAC5C,OAAO,KAAK,EAAE,MAAM,EAAE,MAAM,eAAe,CAAC;AAG5C,eAAO,MAAM,UAAU,uBAAiD,MAAM,KAAG,QAAQ,UAAU,EAAE,CAmIpG,CAAC"}
--- a/types/src/models.d.ts
+++ b/types/src/models.d.ts
@ -30,6 +30,7 @@ export declare class Models {
    nanodet: null | GraphModel | Promise<GraphModel>;
    posenet: null | GraphModel | Promise<GraphModel>;
    segmentation: null | GraphModel | Promise<GraphModel>;
+    antispoof: null | GraphModel | Promise<GraphModel>;
 }
 export declare function reset(instance: Human): void;
 /** Load method preloads all instance.configured models on-demand */
--- a/types/src/models.d.ts.map
+++ b/types/src/models.d.ts.map
@ -1 +1 @@
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--- a/types/src/result.d.ts
+++ b/types/src/result.d.ts
@ -26,6 +26,7 @@ export declare type Point = [number, number, number?];
 * - embedding: facial descriptor as array of numerical elements
 * - iris: iris distance from current viewpoint as distance value in centimeters for a typical camera
 *   field of view of 88 degrees. value should be adjusted manually as needed
+ * - real: anti-spoofing analysis to determine if face is real of fake
 * - rotation: face rotiation that contains both angles and matrix used for 3d transformations
 *  - angle: face angle as object with values for roll, yaw and pitch angles
 *  - matrix: 3d transofrmation matrix as array of numeric values
@ -51,6 +52,7 @@ export interface FaceResult {
    }>;
    embedding?: Array<number>;
    iris?: number;
+    real?: number;
    rotation?: {
        angle: {
            roll: number;
--- a/types/src/result.d.ts.map
+++ b/types/src/result.d.ts.map
@ -1 +1 @@
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--- a/types/src/util/draw.d.ts.map
+++ b/types/src/util/draw.d.ts.map
@ -1 +1 @@
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+{"version":3,"file":"draw.d.ts","sourceRoot":"","sources":["../../../src/util/draw.ts"],"names":[],"mappings":"AAAA;;GAEG;AAIH,OAAO,KAAK,EAAE,MAAM,EAAE,UAAU,EAAE,UAAU,EAAE,UAAU,EAAE,YAAY,EAAE,aAAa,EAAE,YAAY,EAAS,MAAM,WAAW,CAAC;AAE9H;;;;;;;;;;;;;;;;;;;GAmBG;AACH,MAAM,WAAW,WAAW;IAC1B,KAAK,EAAE,MAAM,CAAC;IACd,UAAU,EAAE,MAAM,CAAC;IACnB,WAAW,EAAE,MAAM,CAAC;IACpB,IAAI,EAAE,MAAM,CAAC;IACb,UAAU,EAAE,MAAM,CAAC;IACnB,SAAS,EAAE,MAAM,CAAC;IAClB,SAAS,EAAE,MAAM,CAAC;IAClB,SAAS,EAAE,MAAM,CAAC;IAClB,UAAU,EAAE,OAAO,CAAC;IACpB,UAAU,EAAE,OAAO,CAAC;IACpB,SAAS,EAAE,OAAO,CAAC;IACnB,YAAY,EAAE,OAAO,CAAC;IACtB,QAAQ,EAAE,OAAO,CAAC;IAClB,YAAY,EAAE,OAAO,CAAC;IACtB,QAAQ,EAAE,OAAO,CAAC;IAClB,SAAS,EAAE,OAAO,CAAC;IACnB,cAAc,EAAE,OAAO,CAAC;CACzB;AAED,eAAO,MAAM,OAAO,EAAE,WAkBrB,CAAC;AAmGF,wBAAsB,OAAO,CAAC,QAAQ,EAAE,iBAAiB,GAAG,eAAe,EAAE,MAAM,EAAE,KAAK,CAAC,aAAa,CAAC,EAAE,WAAW,CAAC,EAAE,OAAO,CAAC,WAAW,CAAC,iBAuB5I;AAED,wBAAsB,IAAI,CAAC,QAAQ,EAAE,iBAAiB,GAAG,eAAe,EAAE,MAAM,EAAE,KAAK,CAAC,UAAU,CAAC,EAAE,WAAW,CAAC,EAAE,OAAO,CAAC,WAAW,CAAC,iBAqHtI;AAED,wBAAsB,IAAI,CAAC,QAAQ,EAAE,iBAAiB,GAAG,eAAe,EAAE,MAAM,EAAE,KAAK,CAAC,UAAU,CAAC,EAAE,WAAW,CAAC,EAAE,OAAO,CAAC,WAAW,CAAC,iBAwCtI;AAED,wBAAsB,IAAI,CAAC,QAAQ,EAAE,iBAAiB,GAAG,eAAe,EAAE,MAAM,EAAE,KAAK,CAAC,UAAU,CAAC,EAAE,WAAW,CAAC,EAAE,OAAO,CAAC,WAAW,CAAC,iBA+DtI;AAED,wBAAsB,MAAM,CAAC,QAAQ,EAAE,iBAAiB,GAAG,eAAe,EAAE,MAAM,EAAE,KAAK,CAAC,YAAY,CAAC,EAAE,WAAW,CAAC,EAAE,OAAO,CAAC,WAAW,CAAC,iBAuB1I;AAED,wBAAsB,MAAM,CAAC,QAAQ,EAAE,iBAAiB,GAAG,eAAe,EAAE,MAAM,EAAE,KAAK,CAAC,YAAY,CAAC,EAAE,WAAW,CAAC,EAAE,OAAO,CAAC,WAAW,CAAC,iBAwB1I;AAED,wBAAsB,MAAM,CAAC,KAAK,EAAE,iBAAiB,GAAG,eAAe,GAAG,gBAAgB,GAAG,gBAAgB,GAAG,gBAAgB,EAAE,MAAM,EAAE,iBAAiB,iBAI1J;AAED,wBAAsB,GAAG,CAAC,QAAQ,EAAE,iBAAiB,GAAG,eAAe,EAAE,MAAM,EAAE,MAAM,EAAE,WAAW,CAAC,EAAE,OAAO,CAAC,WAAW,CAAC,kDAc1H"}
				`@ -0,0 +1 @@`
				`{"version":3,"file":"antispoof.d.ts","sourceRoot":"","sources":["../../../src/face/antispoof.ts"],"names":[],"mappings":"AAAA;;GAEG;AAGH,OAAO,KAAK,EAAE,MAAM,EAAE,MAAM,WAAW,CAAC;AACxC,OAAO,KAAK,EAAE,UAAU,EAAE,MAAM,EAAE,MAAM,eAAe,CAAC;AASxD,wBAAsB,IAAI,CAAC,MAAM,EAAE,MAAM,GAAG,OAAO,CAAC,UAAU,CAAC,CAQ9D;AAED,wBAAsB,OAAO,CAAC,KAAK,EAAE,MAAM,EAAE,MAAM,EAAE,MAAM,EAAE,GAAG,KAAA,EAAE,KAAK,KAAA,oBAgBtE"}`