fix gear and ssrnet modules

2021-11-13 12:23:32 -05:00 · 2021-11-13 12:23:32 -05:00 · 1cb7b51924
parent 5cf1dac1d5
commit 1cb7b51924
43 changed files with 5343 additions and 4248 deletions
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@ -11,9 +11,7 @@
  
 ### **HEAD -> main** 2021/11/12 mandic00@live.com

-
-### **origin/main** 2021/11/11 mandic00@live.com
-
+- implement optional face masking
 - add similarity score range normalization
 - add faceid demo
 - documentation overhaul
--- 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/src/face/antispoof.ts
+++ b/src/face/antispoof.ts
@ -24,8 +24,8 @@ export async function load(config: Config): Promise<GraphModel> {
  return model;
 }

-export async function predict(image: Tensor, config: Config, idx, count) {
-  if (!model) return null;
+export async function predict(image: Tensor, config: Config, idx, count): Promise<number> {
+  if (!model) return 0;
  const skipTime = (config.face.antispoof?.skipTime || 0) > (now() - lastTime);
  const skipFrame = skipped < (config.face.antispoof?.skipFrames || 0);
  if (config.skipAllowed && skipTime && skipFrame && (lastCount === count) && cached[idx]) {
--- a/src/face/face.ts
+++ b/src/face/face.ts
@ -12,6 +12,9 @@ import * as faceres from './faceres';
 import * as mask from './mask';
 import * as antispoof from './antispoof';
 import * as liveness from './liveness';
+import * as gear from '../gear/gear';
+import * as ssrnetAge from '../gear/ssrnet-age';
+import * as ssrnetGender from '../gear/ssrnet-gender';
 import type { FaceResult } from '../result';
 import type { Tensor } from '../tfjs/types';
 import type { Human } from '../human';
@ -95,18 +98,30 @@ export const detectFace = async (parent: Human /* instance of human */, input: T
    parent.analyze('End Liveness:');

    // run gear, inherits face from blazeface
-    /*
    parent.analyze('Start GEAR:');
    if (parent.config.async) {
-      gearRes = parent.config.face.agegenderrace.enabled ? agegenderrace.predict(faces[i].tensor || tf.tensor([]), parent.config, i, faces.length) : {};
+      gearRes = parent.config.face['gear']?.enabled ? gear.predict(faces[i].tensor || tf.tensor([]), parent.config, i, faces.length) : {};
    } else {
      parent.state = 'run:gear';
      timeStamp = now();
-      gearRes = parent.config.face.agegenderrace.enabled ? await agegenderrace.predict(faces[i].tensor || tf.tensor([]), parent.config, i, faces.length) : {};
+      gearRes = parent.config.face['gear']?.enabled ? await gear.predict(faces[i].tensor || tf.tensor([]), parent.config, i, faces.length) : {};
      parent.performance.emotion = Math.trunc(now() - timeStamp);
    }
    parent.analyze('End GEAR:');
-    */
+
+    // run gear, inherits face from blazeface
+    parent.analyze('Start SSRNet:');
+    if (parent.config.async) {
+      ageRes = parent.config.face['ssrnet']?.enabled ? ssrnetAge.predict(faces[i].tensor || tf.tensor([]), parent.config, i, faces.length) : {};
+      genderRes = parent.config.face['ssrnet']?.enabled ? ssrnetGender.predict(faces[i].tensor || tf.tensor([]), parent.config, i, faces.length) : {};
+    } else {
+      parent.state = 'run:ssrnet';
+      timeStamp = now();
+      ageRes = parent.config.face['ssrnet']?.enabled ? await ssrnetAge.predict(faces[i].tensor || tf.tensor([]), parent.config, i, faces.length) : {};
+      genderRes = parent.config.face['ssrnet']?.enabled ? await ssrnetGender.predict(faces[i].tensor || tf.tensor([]), parent.config, i, faces.length) : {};
+      parent.performance.emotion = Math.trunc(now() - timeStamp);
+    }
+    parent.analyze('End SSRNet:');

    // run emotion, inherits face from blazeface
    parent.analyze('Start Description:');
@ -124,9 +139,12 @@ export const detectFace = async (parent: Human /* instance of human */, input: T
    if (parent.config.async) {
      [ageRes, genderRes, emotionRes, embeddingRes, descRes, gearRes, antispoofRes, livenessRes] = await Promise.all([ageRes, genderRes, emotionRes, embeddingRes, descRes, gearRes, antispoofRes, livenessRes]);
    }
-
    parent.analyze('Finish Face:');

+    // override age/gender if alternative models are used
+    if (parent.config.face['ssrnet']?.enabled && ageRes && genderRes) descRes = { age: ageRes.age, gender: genderRes.gender, genderScore: genderRes.genderScore };
+    if (parent.config.face['gear']?.enabled && gearRes) descRes = { age: gearRes.age, gender: gearRes.gender, genderScore: gearRes.genderScore, race: gearRes.race };
+
    // calculate iris distance
    // iris: array[ center, left, top, right, bottom]
    if (!parent.config.face.iris?.enabled && faces[i]?.annotations?.leftEyeIris && faces[i]?.annotations?.rightEyeIris) {
@ -146,20 +164,22 @@ export const detectFace = async (parent: Human /* instance of human */, input: T
    // delete temp face image
    if (faces[i].tensor) delete faces[i].tensor;
    // combine results
-    faceRes.push({
+    const res: FaceResult = {
      ...faces[i],
      id: i,
-      age: descRes?.age,
-      gender: descRes?.gender,
-      genderScore: descRes?.genderScore,
-      embedding: descRes?.descriptor,
-      emotion: emotionRes,
-      real: antispoofRes,
-      live: livenessRes,
-      iris: irisSize !== 0 ? Math.trunc(500 / irisSize / 11.7) / 100 : 0,
-      rotation,
-      tensor,
-    });
+    };
+    if (descRes?.age) res.age = descRes.age;
+    if (descRes?.gender) res.gender = descRes.gender;
+    if (descRes?.genderScore) res.genderScore = descRes?.genderScore;
+    if (descRes?.descriptor) res.embedding = descRes?.descriptor;
+    if (descRes?.race) res.race = descRes?.race;
+    if (emotionRes) res.emotion = emotionRes;
+    if (antispoofRes) res.real = antispoofRes;
+    if (livenessRes) res.live = livenessRes;
+    if (irisSize && irisSize !== 0) res.iris = Math.trunc(500 / irisSize / 11.7) / 100;
+    if (rotation) res.rotation = rotation;
+    if (tensor) res.tensor = tensor;
+    faceRes.push(res);
    parent.analyze('End Face');
  }
  parent.analyze('End FaceMesh:');
--- a/src/face/faceres.ts
+++ b/src/face/faceres.ts
@ -62,8 +62,8 @@ export function enhance(input): Tensor {
  */
 }

-export async function predict(image: Tensor, config: Config, idx, count) {
-  if (!model) return null;
+export async function predict(image: Tensor, config: Config, idx, count): Promise<{ age: number, gender: string, genderScore: number, descriptor: number[] }> {
+  if (!model) return { age: 0, gender: 'unknown', genderScore: 0, descriptor: [] };
  const skipFrame = skipped < (config.face.description?.skipFrames || 0);
  const skipTime = (config.face.description?.skipTime || 0) > (now() - lastTime);
  if (config.skipAllowed && skipFrame && skipTime && (lastCount === count) && last[idx]?.age && (last[idx]?.age > 0)) {
--- a/src/face/liveness.ts
+++ b/src/face/liveness.ts
@ -24,8 +24,8 @@ export async function load(config: Config): Promise<GraphModel> {
  return model;
 }

-export async function predict(image: Tensor, config: Config, idx, count) {
-  if (!model) return null;
+export async function predict(image: Tensor, config: Config, idx, count): Promise<number> {
+  if (!model) return 0;
  const skipTime = (config.face.liveness?.skipTime || 0) > (now() - lastTime);
  const skipFrame = skipped < (config.face.liveness?.skipFrames || 0);
  if (config.skipAllowed && skipTime && skipFrame && (lastCount === count) && cached[idx]) {
--- a/src/gear/emotion.ts
+++ b/src/gear/emotion.ts
@ -12,7 +12,6 @@ import { env } from '../util/env';

 const annotations = ['angry', 'disgust', 'fear', 'happy', 'sad', 'surprise', 'neutral'];
 let model: GraphModel | null;
-// let last: Array<{ score: number, emotion: string }> = [];
 const last: Array<Array<{ score: number, emotion: string }>> = [];
 let lastCount = 0;
 let lastTime = 0;
@ -31,8 +30,8 @@ export async function load(config: Config): Promise<GraphModel> {
  return model;
 }

-export async function predict(image: Tensor, config: Config, idx, count) {
-  if (!model) return null;
+export async function predict(image: Tensor, config: Config, idx, count): Promise<Array<{ score: number, emotion: string }>> {
+  if (!model) return [];
  const skipFrame = skipped < (config.face.emotion?.skipFrames || 0);
  const skipTime = (config.face.emotion?.skipTime || 0) > (now() - lastTime);
  if (config.skipAllowed && skipTime && skipFrame && (lastCount === count) && last[idx] && (last[idx].length > 0)) {
--- a/src/gear/gear-agegenderrace.ts
+++ b/src/gear/gear-agegenderrace.ts
@ -1,81 +0,0 @@
-/**
- * GEAR [gender/emotion/age/race] model implementation
- *
- * Based on: [**GEAR Predictor**](https://github.com/Udolf15/GEAR-Predictor)
- *
- * Obsolete and replaced by `faceres` that performs age/gender/descriptor analysis
- * Config placeholder: agegenderrace: { enabled: true, modelPath: 'gear.json' },
- */
-
-import { log, join, now } from '../util/util';
-import * as tf from '../../dist/tfjs.esm.js';
-import type { Config } from '../config';
-import type { GraphModel, Tensor } from '../tfjs/types';
-import { env } from '../util/env';
-
-let model: GraphModel | null;
-
-let last = { age: 0 };
-let lastTime = 0;
-let skipped = Number.MAX_SAFE_INTEGER;
-
-// eslint-disable-next-line @typescript-eslint/no-explicit-any
-export async function load(config: Config | any) {
-  if (env.initial) model = null;
-  if (!model) {
-    model = await tf.loadGraphModel(join(config.modelBasePath, config.face.agegenderrace.modelPath)) as unknown as GraphModel;
-    if (!model || !model['modelUrl']) log('load model failed:', config.face.agegenderrace.modelPath);
-    else if (config.debug) log('load model:', model['modelUrl']);
-  } else if (config.debug) log('cached model:', model['modelUrl']);
-  return model;
-}
-
-// eslint-disable-next-line @typescript-eslint/no-explicit-any
-export async function predict(image: Tensor, config: Config) {
-  if (!model) return null;
-  // @ts-ignore config disabled
-  const skipFrame = skipped < (config.face.agegenderrace?.skipFrames || 0);
-  // @ts-ignore config disabled
-  const skipTime = (config.face.agegenderrace?.skipTime || 0) > (now() - lastTime);
-  // @ts-ignore config disabled
-  if (config.skipAllowed && skipTime && skipFrame && last.age && (last.age > 0)) {
-    skipped++;
-    return last;
-  }
-  skipped = 0;
-  return new Promise(async (resolve) => {
-    if (!model?.inputs[0].shape) return;
-    const resize = tf.image.resizeBilinear(image, [model?.inputs[0].shape[2], model?.inputs[0].shape[1]], false);
-    // const enhance = tf.mul(resize, [255.0]);
-
-    let ageT;
-    let genderT;
-    let raceT;
-    const obj = { age: 0 };
-
-    // @ts-ignore array definition unavailable at compile time
-    if (config.face.agegenderrace.enabled) [ageT, genderT, raceT] = model.execute(resize, ['age_output', 'gender_output', 'race_output']);
-    lastTime = now();
-    tf.dispose(resize);
-    // tf.dispose(enhance);
-
-    if (ageT) {
-      // const data = await ageT.data();
-      // {0: 'below_20', 1: '21-25', 2: '26-30', 3: '31-40',4: '41-50', 5: '51-60', 6: 'Above60'}
-    }
-    if (genderT) {
-      // const data = await genderT.data();
-    }
-    if (raceT) {
-      // const data = await raceT.data();
-      // {0: 'white', 1: 'black', 2: 'asian', 3: 'indian', 4: 'others'}
-    }
-
-    tf.dispose(ageT);
-    tf.dispose(genderT);
-    tf.dispose(raceT);
-
-    last = obj;
-    resolve(obj);
-  });
-}
--- a/src/gear/gear.ts
+++ b/src/gear/gear.ts
@ -0,0 +1,70 @@
+/**
+ * GEAR [gender/emotion/age/race] model implementation
+ *
+ * Based on: [**GEAR Predictor**](https://github.com/Udolf15/GEAR-Predictor)
+ */
+
+import { log, join, now } from '../util/util';
+import * as tf from '../../dist/tfjs.esm.js';
+import type { Config } from '../config';
+import type { GraphModel, Tensor } from '../tfjs/types';
+import { env } from '../util/env';
+
+type GearType = { age: number, gender: string, genderScore: number, race: Array<{ score: number, race: string }> }
+let model: GraphModel | null;
+const last: Array<GearType> = [];
+const raceNames = ['white', 'black', 'asian', 'indian', 'other'];
+const ageWeights = [15, 23, 28, 35.5, 45.5, 55.5, 65];
+let lastCount = 0;
+let lastTime = 0;
+let skipped = Number.MAX_SAFE_INTEGER;
+
+// eslint-disable-next-line @typescript-eslint/no-explicit-any
+export async function load(config: Config) {
+  if (env.initial) model = null;
+  if (!model) {
+    model = await tf.loadGraphModel(join(config.modelBasePath, config.face['gear'].modelPath)) as unknown as GraphModel;
+    if (!model || !model['modelUrl']) log('load model failed:', config.face['gear'].modelPath);
+    else if (config.debug) log('load model:', model['modelUrl']);
+  } else if (config.debug) log('cached model:', model['modelUrl']);
+  return model;
+}
+
+// eslint-disable-next-line @typescript-eslint/no-explicit-any
+export async function predict(image: Tensor, config: Config, idx, count): Promise<GearType> {
+  if (!model) return { age: 0, gender: 'unknown', genderScore: 0, race: [] };
+  const skipFrame = skipped < (config.face['gear']?.skipFrames || 0);
+  const skipTime = (config.face['gear']?.skipTime || 0) > (now() - lastTime);
+  if (config.skipAllowed && skipTime && skipFrame && (lastCount === count) && last[idx]) {
+    skipped++;
+    return last[idx];
+  }
+  skipped = 0;
+  return new Promise(async (resolve) => {
+    if (!model?.inputs[0].shape) return;
+    const t: Record<string, Tensor> = {};
+    // t.resize = tf.image.resizeBilinear(image, [model?.inputs[0].shape[2], model?.inputs[0].shape[1]], false);
+    const box = [[0.0, 0.10, 0.90, 0.90]]; // empyrical values for top, left, bottom, right
+    t.resize = tf.image.cropAndResize(image, box, [0], [model.inputs[0].shape[2], model.inputs[0].shape[1]]);
+    const obj: GearType = { age: 0, gender: 'unknown', genderScore: 0, race: [] };
+    if (config.face['gear']?.enabled) [t.age, t.gender, t.race] = model.execute(t.resize, ['age_output', 'gender_output', 'race_output']) as Tensor[];
+    const gender = await t.gender.data();
+    obj.gender = gender[0] > gender[1] ? 'male' : 'female';
+    obj.genderScore = Math.round(100 * (gender[0] > gender[1] ? gender[0] : gender[1])) / 100;
+    const race = await t.race.data();
+    for (let i = 0; i < race.length; i++) {
+      if (race[i] > (config.face['gear']?.minConfidence || 0.2)) obj.race.push({ score: Math.round(100 * race[i]) / 100, race: raceNames[i] });
+    }
+    obj.race.sort((a, b) => b.score - a.score);
+    // {0: 'Below20', 1: '21-25', 2: '26-30', 3: '31-40',4: '41-50', 5: '51-60', 6: 'Above60'}
+    const ageDistribution = Array.from(await t.age.data());
+    const ageSorted = ageDistribution.map((a, i) => [ageWeights[i], a]).sort((a, b) => b[1] - a[1]);
+    let age = ageSorted[0][0]; // pick best starting point
+    for (let i = 1; i < ageSorted.length; i++) age += ageSorted[i][1] * (ageSorted[i][0] - age); // adjust with each other choice by weight
+    obj.age = Math.round(10 * age) / 10;
+    last[idx] = obj;
+    lastCount = count;
+    lastTime = now();
+    resolve(obj);
+  });
+}
--- a/src/gear/ssrnet-age.ts
+++ b/src/gear/ssrnet-age.ts
@ -2,8 +2,6 @@
 * Age model implementation
 *
 * Based on: [**SSR-Net**](https://github.com/shamangary/SSR-Net)
- *
- * Obsolete and replaced by `faceres` that performs age/gender/descriptor analysis
 */

 import { log, join, now } from '../util/util';
@ -13,16 +11,17 @@ import type { GraphModel, Tensor } from '../tfjs/types';
 import { env } from '../util/env';

 let model: GraphModel | null;
-let last = { age: 0 };
+const last: Array<{ age: number }> = [];
+let lastCount = 0;
 let lastTime = 0;
 let skipped = Number.MAX_SAFE_INTEGER;

 // eslint-disable-next-line @typescript-eslint/no-explicit-any
-export async function load(config: Config | any) {
+export async function load(config: Config) {
  if (env.initial) model = null;
  if (!model) {
-    model = await tf.loadGraphModel(join(config.modelBasePath, config.face.age.modelPath)) as unknown as GraphModel;
-    if (!model || !model['modelUrl']) log('load model failed:', config.face.age.modelPath);
+    model = await tf.loadGraphModel(join(config.modelBasePath, config.face['ssrnet'].modelPathAge)) as unknown as GraphModel;
+    if (!model || !model['modelUrl']) log('load model failed:', config.face['ssrnet'].modelPathAge);
    else if (config.debug) log('load model:', model['modelUrl']);
  } else {
    if (config.debug) log('cached model:', model['modelUrl']);
@ -31,35 +30,30 @@ export async function load(config: Config | any) {
 }

 // eslint-disable-next-line @typescript-eslint/no-explicit-any
-export async function predict(image: Tensor, config: Config | any) {
-  if (!model) return null;
-  const skipTime = (config.face.age?.skipTime || 0) > (now() - lastTime);
-  const skipFrame = skipped < (config.face.age?.skipFrames || 0);
-  if (config.skipAllowed && skipTime && skipFrame && last.age && (last.age > 0)) {
+export async function predict(image: Tensor, config: Config, idx, count): Promise<{ age: number }> {
+  if (!model) return { age: 0 };
+  const skipFrame = skipped < (config.face['ssrnet']?.skipFrames || 0);
+  const skipTime = (config.face['ssrnet']?.skipTime || 0) > (now() - lastTime);
+  if (config.skipAllowed && skipFrame && skipTime && (lastCount === count) && last[idx]?.age && (last[idx]?.age > 0)) {
    skipped++;
-    return last;
+    return last[idx];
  }
  skipped = 0;
  return new Promise(async (resolve) => {
    if (!model?.inputs || !model.inputs[0] || !model.inputs[0].shape) return;
-    const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);
-    const enhance = tf.mul(resize, [255.0]);
-    tf.dispose(resize);
-
-    let ageT;
+    const t: Record<string, Tensor> = {};
+    t.resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);
+    t.enhance = tf.mul(t.resize, 255);
    const obj = { age: 0 };
-
-    if (config.face.age.enabled) ageT = model.execute(enhance);
-    lastTime = now();
-    tf.dispose(enhance);
-
-    if (ageT) {
-      const data = await ageT.data();
+    if (config.face['ssrnet'].enabled) t.age = model.execute(t.enhance) as Tensor;
+    if (t.age) {
+      const data = await t.age.data();
      obj.age = Math.trunc(10 * data[0]) / 10;
    }
-    tf.dispose(ageT);
-
-    last = obj;
+    Object.keys(t).forEach((tensor) => tf.dispose(t[tensor]));
+    last[idx] = obj;
+    lastCount = count;
+    lastTime = now();
    resolve(obj);
  });
 }
--- a/src/gear/ssrnet-gender.ts
+++ b/src/gear/ssrnet-gender.ts
@ -2,8 +2,6 @@
 * Gender model implementation
 *
 * Based on: [**SSR-Net**](https://github.com/shamangary/SSR-Net)
- *
- * Obsolete and replaced by `faceres` that performs age/gender/descriptor analysis
 */

 import { log, join, now } from '../util/util';
@ -13,10 +11,10 @@ import type { GraphModel, Tensor } from '../tfjs/types';
 import { env } from '../util/env';

 let model: GraphModel | null;
-let last = { gender: '' };
+const last: Array<{ gender: string, genderScore: number }> = [];
+let lastCount = 0;
 let lastTime = 0;
 let skipped = Number.MAX_SAFE_INTEGER;
-let alternative = false;

 // tuning values
 const rgb = [0.2989, 0.5870, 0.1140]; // factors for red/green/blue colors when converting to grayscale
@ -25,31 +23,29 @@ const rgb = [0.2989, 0.5870, 0.1140]; // factors for red/green/blue colors when
 export async function load(config: Config | any) {
  if (env.initial) model = null;
  if (!model) {
-    model = await tf.loadGraphModel(join(config.modelBasePath, config.face.gender.modelPath)) as unknown as GraphModel;
-    alternative = model.inputs[0].shape ? model.inputs[0]?.shape[3] === 1 : false;
-    if (!model || !model['modelUrl']) log('load model failed:', config.face.gender.modelPath);
+    model = await tf.loadGraphModel(join(config.modelBasePath, config.face['ssrnet'].modelPathGender)) as unknown as GraphModel;
+    if (!model || !model['modelUrl']) log('load model failed:', config.face['ssrnet'].modelPathGender);
    else if (config.debug) log('load model:', model['modelUrl']);
  } else if (config.debug) log('cached model:', model['modelUrl']);
  return model;
 }

 // eslint-disable-next-line @typescript-eslint/no-explicit-any
-export async function predict(image: Tensor, config: Config | any) {
-  if (!model) return null;
-  const skipTime = (config.face.gender?.skipTime || 0) > (now() - lastTime);
-  const skipFrame = skipped < (config.face.gender?.skipFrames || 0);
-  if (config.skipAllowed && skipTime && skipFrame && last.gender !== '') {
+export async function predict(image: Tensor, config: Config, idx, count): Promise<{ gender: string, genderScore: number }> {
+  if (!model) return { gender: 'unknown', genderScore: 0 };
+  const skipFrame = skipped < (config.face['ssrnet']?.skipFrames || 0);
+  const skipTime = (config.face['ssrnet']?.skipTime || 0) > (now() - lastTime);
+  if (config.skipAllowed && skipFrame && skipTime && (lastCount === count) && last[idx]?.gender && (last[idx]?.genderScore > 0)) {
    skipped++;
-    return last;
+    return last[idx];
  }
  skipped = 0;
  return new Promise(async (resolve) => {
    if (!model?.inputs[0].shape) return;
-    const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);
-    let enhance;
-    if (alternative) {
-      enhance = tf.tidy(() => {
-        const [red, green, blue] = tf.split(resize, 3, 3);
+    const t: Record<string, Tensor> = {};
+    t.resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);
+    t.enhance = tf.tidy(() => {
+      const [red, green, blue] = tf.split(t.resize, 3, 3);
      const redNorm = tf.mul(red, rgb[0]);
      const greenNorm = tf.mul(green, rgb[1]);
      const blueNorm = tf.mul(blue, rgb[2]);
@ -57,53 +53,15 @@ export async function predict(image: Tensor, config: Config | any) {
      const normalize = tf.mul(tf.sub(grayscale, 0.5), 2); // range grayscale:-1..1
      return normalize;
    });
-    } else {
-      enhance = tf.mul(resize, [255.0]); // range RGB:0..255
-    }
-    tf.dispose(resize);
-
-    let genderT;
-    const obj = { gender: '', confidence: 0 };
-
-    if (config.face.gender.enabled) genderT = model.execute(enhance);
+    const obj = { gender: '', genderScore: 0 };
+    if (config.face['ssrnet'].enabled) t.gender = model.execute(t.enhance) as Tensor;
+    const data = await t.gender.data();
+    obj.gender = data[0] > data[1] ? 'female' : 'male'; // returns two values 0..1, bigger one is prediction
+    obj.genderScore = data[0] > data[1] ? (Math.trunc(100 * data[0]) / 100) : (Math.trunc(100 * data[1]) / 100);
+    Object.keys(t).forEach((tensor) => tf.dispose(t[tensor]));
+    last[idx] = obj;
+    lastCount = count;
    lastTime = now();
-    tf.dispose(enhance);
-
-    if (genderT) {
-      if (!Array.isArray(genderT)) {
-        const data = await genderT.data();
-        if (alternative) {
-          // returns two values 0..1, bigger one is prediction
-          if (data[0] > config.face.gender.minConfidence || data[1] > config.face.gender.minConfidence) {
-            obj.gender = data[0] > data[1] ? 'female' : 'male';
-            obj.confidence = data[0] > data[1] ? (Math.trunc(100 * data[0]) / 100) : (Math.trunc(100 * data[1]) / 100);
-          }
-        } else {
-          // returns one value 0..1, .5 is prediction threshold
-          const confidence = Math.trunc(200 * Math.abs((data[0] - 0.5))) / 100;
-          if (confidence > config.face.gender.minConfidence) {
-            obj.gender = data[0] <= 0.5 ? 'female' : 'male';
-            obj.confidence = Math.min(0.99, confidence);
-          }
-        }
-        tf.dispose(genderT);
-      } else {
-        const gender = await genderT[0].data();
-        const confidence = Math.trunc(200 * Math.abs((gender[0] - 0.5))) / 100;
-        if (confidence > config.face.gender.minConfidence) {
-          obj.gender = gender[0] <= 0.5 ? 'female' : 'male';
-          obj.confidence = Math.min(0.99, confidence);
-        }
-        /*
-        let age = (await genderT[1].argMax(1).data())[0];
-        const all = await genderT[1].data();
-        age = Math.round(all[age - 1] > all[age + 1] ? 10 * age - 100 * all[age - 1] : 10 * age + 100 * all[age + 1]) / 10;
-        const descriptor = await genderT[1].data();
-        */
-        genderT.forEach((t) => tf.dispose(t));
-      }
-    }
-    last = obj;
    resolve(obj);
  });
 }
--- a/src/models.ts
+++ b/src/models.ts
@ -4,7 +4,9 @@

 import { env } from './util/env';
 import { log } from './util/util';
-import * as agegenderrace from './gear/gear-agegenderrace';
+import * as gear from './gear/gear';
+import * as ssrnetAge from './gear/ssrnet-age';
+import * as ssrnetGender from './gear/ssrnet-gender';
 import * as antispoof from './face/antispoof';
 import * as blazeface from './face/blazeface';
 import * as blazepose from './body/blazepose';
@ -31,8 +33,8 @@ import type { Human } from './human';
 * - each model can be `null` if not loaded, instance of `GraphModel` if loaded or `Promise` if loading
 */
 export class Models {
-  age: null | GraphModel | Promise<GraphModel> = null;
-  agegenderrace: null | GraphModel | Promise<GraphModel> = null;
+  ssrnetage: null | GraphModel | Promise<GraphModel> = null;
+  gear: null | GraphModel | Promise<GraphModel> = null;
  blazeposedetect: null | GraphModel | Promise<GraphModel> = null;
  blazepose: null | GraphModel | Promise<GraphModel> = null;
  centernet: null | GraphModel | Promise<GraphModel> = null;
@ -43,7 +45,7 @@ export class Models {
  faceiris: null | GraphModel | Promise<GraphModel> = null;
  facemesh: null | GraphModel | Promise<GraphModel> = null;
  faceres: null | GraphModel | Promise<GraphModel> = null;
-  gender: null | GraphModel | Promise<GraphModel> = null;
+  ssrnetgender: null | GraphModel | Promise<GraphModel> = null;
  handpose: null | GraphModel | Promise<GraphModel> = null;
  handskeleton: null | GraphModel | Promise<GraphModel> = null;
  handtrack: null | GraphModel | Promise<GraphModel> = null;
@ -70,7 +72,6 @@ export async function load(instance: Human): Promise<void> {
  if (instance.config.body.enabled && !instance.models.blazepose && instance.config.body?.modelPath?.includes('blazepose')) instance.models.blazepose = blazepose.loadPose(instance.config);
  if (instance.config.body.enabled && !instance.models.blazeposedetect && instance.config.body.detector?.modelPath && instance.config.body?.modelPath?.includes('blazepose')) instance.models.blazeposedetect = blazepose.loadDetect(instance.config);
  if (instance.config.body.enabled && !instance.models.efficientpose && instance.config.body?.modelPath?.includes('efficientpose')) instance.models.efficientpose = efficientpose.load(instance.config);
-  if (instance.config.body.enabled && !instance.models.efficientpose && instance.config.body?.modelPath?.includes('efficientpose')) instance.models.efficientpose = efficientpose.load(instance.config);
  if (instance.config.body.enabled && !instance.models.movenet && instance.config.body?.modelPath?.includes('movenet')) instance.models.movenet = movenet.load(instance.config);
  if (instance.config.body.enabled && !instance.models.posenet && instance.config.body?.modelPath?.includes('posenet')) instance.models.posenet = posenet.load(instance.config);
  if (instance.config.face.enabled && !instance.models.facedetect) instance.models.facedetect = blazeface.load(instance.config);
@ -80,7 +81,9 @@ export async function load(instance: Human): Promise<void> {
  if (instance.config.face.enabled && instance.config.face.emotion?.enabled && !instance.models.emotion) instance.models.emotion = emotion.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.mesh?.enabled && !instance.models.facemesh) instance.models.facemesh = facemesh.load(instance.config);
-  if (instance.config.face.enabled && instance.config.face['agegenderrace']?.enabled && !instance.models.agegenderrace) instance.models.agegenderrace = agegenderrace.load(instance.config);
+  if (instance.config.face.enabled && instance.config.face['gear']?.enabled && !instance.models.gear) instance.models.gear = gear.load(instance.config);
+  if (instance.config.face.enabled && instance.config.face['ssrnet']?.enabled && !instance.models.ssrnetage) instance.models.ssrnetage = ssrnetAge.load(instance.config);
+  if (instance.config.face.enabled && instance.config.face['ssrnet']?.enabled && !instance.models.ssrnetgender) instance.models.ssrnetgender = ssrnetGender.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.object.enabled && !instance.models.centernet && instance.config.object?.modelPath?.includes('centernet')) instance.models.centernet = centernet.load(instance.config);
--- a/src/result.ts
+++ b/src/result.ts
@ -41,6 +41,8 @@ export interface FaceResult {
  genderScore?: number,
  /** detected emotions */
  emotion?: Array<{ score: number, emotion: string }>,
+  /** detected race */
+  race?: Array<{ score: number, race: string }>,
  /** face descriptor */
  embedding?: Array<number>,
  /** face iris distance from camera */
--- a/test/build.log
+++ b/test/build.log
@ -1,26 +1,26 @@
-2021-11-12 15:10:30 [36mINFO: [39m @vladmandic/human version 2.5.1 
-2021-11-12 15:10:30 [36mINFO: [39m User: vlado Platform: linux Arch: x64 Node: v17.0.1 
-2021-11-12 15:10:30 [36mINFO: [39m Application: {"name":"@vladmandic/human","version":"2.5.1"} 
-2021-11-12 15:10:30 [36mINFO: [39m Environment: {"profile":"production","config":".build.json","package":"package.json","tsconfig":true,"eslintrc":true,"git":true} 
-2021-11-12 15:10:30 [36mINFO: [39m Toolchain: {"build":"0.6.3","esbuild":"0.13.13","typescript":"4.4.4","typedoc":"0.22.8","eslint":"8.2.0"} 
-2021-11-12 15:10:30 [36mINFO: [39m Build: {"profile":"production","steps":["clean","compile","typings","typedoc","lint","changelog"]} 
-2021-11-12 15:10:30 [35mSTATE:[39m Clean: {"locations":["dist/*","types/*","typedoc/*"]} 
-2021-11-12 15:10:30 [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} 
-2021-11-12 15:10:30 [35mSTATE:[39m Compile: {"name":"human/nodejs/cpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node.js","files":58,"inputBytes":530945,"outputBytes":448518} 
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-2021-11-12 15:10:30 [35mSTATE:[39m Compile: {"name":"human/nodejs/gpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-gpu.js","files":58,"inputBytes":530953,"outputBytes":448522} 
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-2021-11-12 15:10:30 [35mSTATE:[39m Compile: {"name":"human/nodejs/wasm","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-wasm.js","files":58,"inputBytes":531020,"outputBytes":448594} 
-2021-11-12 15:10:30 [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":1652} 
-2021-11-12 15:10:30 [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":2326,"outputBytes":912} 
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-2021-11-12 15:10:31 [35mSTATE:[39m Compile: {"name":"tfjs/browser/esm/custom","format":"esm","platform":"browser","input":"tfjs/tf-custom.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":2562703,"outputBytes":2497652} 
-2021-11-12 15:10:31 [35mSTATE:[39m Compile: {"name":"human/browser/iife/bundle","format":"iife","platform":"browser","input":"src/human.ts","output":"dist/human.js","files":58,"inputBytes":3027322,"outputBytes":1616343} 
-2021-11-12 15:10:32 [35mSTATE:[39m Compile: {"name":"human/browser/esm/bundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm.js","files":58,"inputBytes":3027322,"outputBytes":2954136} 
-2021-11-12 15:10:52 [35mSTATE:[39m Typings: {"input":"src/human.ts","output":"types","files":50} 
-2021-11-12 15:11:00 [35mSTATE:[39m TypeDoc: {"input":"src/human.ts","output":"typedoc","objects":50,"generated":true} 
-2021-11-12 15:11:00 [35mSTATE:[39m Compile: {"name":"demo/typescript","format":"esm","platform":"browser","input":"demo/typescript/index.ts","output":"demo/typescript/index.js","files":1,"inputBytes":5801,"outputBytes":3822} 
-2021-11-12 15:11:00 [35mSTATE:[39m Compile: {"name":"demo/faceid","format":"esm","platform":"browser","input":"demo/faceid/index.ts","output":"demo/faceid/index.js","files":2,"inputBytes":14654,"outputBytes":11518} 
-2021-11-12 15:11:39 [35mSTATE:[39m Lint: {"locations":["*.json","src/**/*.ts","test/**/*.js","demo/**/*.js"],"files":91,"errors":0,"warnings":0} 
-2021-11-12 15:11:40 [35mSTATE:[39m ChangeLog: {"repository":"https://github.com/vladmandic/human","branch":"main","output":"CHANGELOG.md"} 
-2021-11-12 15:11:40 [36mINFO: [39m Done... 
+2021-11-13 12:09:51 [36mINFO: [39m @vladmandic/human version 2.5.1 
+2021-11-13 12:09:51 [36mINFO: [39m User: vlado Platform: linux Arch: x64 Node: v17.0.1 
+2021-11-13 12:09:51 [36mINFO: [39m Application: {"name":"@vladmandic/human","version":"2.5.1"} 
+2021-11-13 12:09:51 [36mINFO: [39m Environment: {"profile":"production","config":".build.json","package":"package.json","tsconfig":true,"eslintrc":true,"git":true} 
+2021-11-13 12:09:51 [36mINFO: [39m Toolchain: {"build":"0.6.3","esbuild":"0.13.13","typescript":"4.4.4","typedoc":"0.22.8","eslint":"8.2.0"} 
+2021-11-13 12:09:51 [36mINFO: [39m Build: {"profile":"production","steps":["clean","compile","typings","typedoc","lint","changelog"]} 
+2021-11-13 12:09:51 [35mSTATE:[39m Clean: {"locations":["dist/*","types/*","typedoc/*"]} 
+2021-11-13 12:09:51 [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} 
+2021-11-13 12:09:51 [35mSTATE:[39m Compile: {"name":"human/nodejs/cpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node.js","files":60,"inputBytes":538983,"outputBytes":457718} 
+2021-11-13 12:09:51 [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} 
+2021-11-13 12:09:51 [35mSTATE:[39m Compile: {"name":"human/nodejs/gpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-gpu.js","files":60,"inputBytes":538991,"outputBytes":457722} 
+2021-11-13 12:09:51 [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} 
+2021-11-13 12:09:52 [35mSTATE:[39m Compile: {"name":"human/nodejs/wasm","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-wasm.js","files":60,"inputBytes":539058,"outputBytes":457794} 
+2021-11-13 12:09:52 [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":1652} 
+2021-11-13 12:09:52 [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":2326,"outputBytes":912} 
+2021-11-13 12:09:52 [35mSTATE:[39m Compile: {"name":"human/browser/esm/nobundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm-nobundle.js","files":60,"inputBytes":538620,"outputBytes":459966} 
+2021-11-13 12:09:52 [35mSTATE:[39m Compile: {"name":"tfjs/browser/esm/custom","format":"esm","platform":"browser","input":"tfjs/tf-custom.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":2562703,"outputBytes":2497652} 
+2021-11-13 12:09:52 [35mSTATE:[39m Compile: {"name":"human/browser/iife/bundle","format":"iife","platform":"browser","input":"src/human.ts","output":"dist/human.js","files":60,"inputBytes":3035360,"outputBytes":1621354} 
+2021-11-13 12:09:53 [35mSTATE:[39m Compile: {"name":"human/browser/esm/bundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm.js","files":60,"inputBytes":3035360,"outputBytes":2963133} 
+2021-11-13 12:10:13 [35mSTATE:[39m Typings: {"input":"src/human.ts","output":"types","files":52} 
+2021-11-13 12:10:21 [35mSTATE:[39m TypeDoc: {"input":"src/human.ts","output":"typedoc","objects":50,"generated":true} 
+2021-11-13 12:10:21 [35mSTATE:[39m Compile: {"name":"demo/typescript","format":"esm","platform":"browser","input":"demo/typescript/index.ts","output":"demo/typescript/index.js","files":1,"inputBytes":5801,"outputBytes":3822} 
+2021-11-13 12:10:21 [35mSTATE:[39m Compile: {"name":"demo/faceid","format":"esm","platform":"browser","input":"demo/faceid/index.ts","output":"demo/faceid/index.js","files":2,"inputBytes":14654,"outputBytes":11518} 
+2021-11-13 12:11:00 [35mSTATE:[39m Lint: {"locations":["*.json","src/**/*.ts","test/**/*.js","demo/**/*.js"],"files":92,"errors":0,"warnings":0} 
+2021-11-13 12:11:01 [35mSTATE:[39m ChangeLog: {"repository":"https://github.com/vladmandic/human","branch":"main","output":"CHANGELOG.md"} 
+2021-11-13 12:11:01 [36mINFO: [39m Done... 
--- a/test/test-gear.js
+++ b/test/test-gear.js
@ -0,0 +1,81 @@
+require('@tensorflow/tfjs-node');
+const fs = require('fs');
+const path = require('path');
+const log = require('@vladmandic/pilogger');
+const Human = require('../dist/human.node.js').default;
+
+process.env.TF_CPP_MIN_LOG_LEVEL = '2';
+const humanConfig = {
+  backend: 'tensorflow',
+  face: {
+    detector: { enabled: true, modelPath: 'file://../human-models/models/blazeface-back.json', cropFactor: 1.6 },
+    mesh: { enabled: false },
+    iris: { enabled: false },
+    description: { enabled: true, modelPath: 'file://../human-models/models/faceres.json' },
+    gear: { enabled: true, modelPath: 'file://../human-models/models/gear.json' },
+    ssrnet: { enabled: true, modelPathAge: 'file://../human-models/models/age.json', modelPathGender: 'file://../human-models/models/gender.json' },
+    emotion: { enabled: false },
+  },
+  body: { enabled: false },
+  hand: { enabled: false },
+  object: { enabled: false },
+  gestures: { enabled: false },
+};
+const human = new Human(humanConfig);
+
+function getImageTensor(imageFile) {
+  let tensor;
+  try {
+    const buffer = fs.readFileSync(imageFile);
+    tensor = human.tf.node.decodeImage(buffer, 3);
+  } catch (e) {
+    log.warn(`error loading image: ${imageFile}: ${e.message}`);
+  }
+  return tensor;
+}
+
+function printResult(obj) {
+  if (!obj || !obj.res || !obj.res.face || obj.res.face.length === 0) log.warn('no faces detected');
+  else obj.res.face.forEach((face, i) => log.data({ face: i, model: obj.model, image: obj.image, age: face.age, gender: face.gender, genderScore: face.genderScore, race: face.race }));
+}
+
+async function main() {
+  log.header();
+  if (process.argv.length !== 3) {
+    log.error('parameters: <input-image> or <input-folder> missing');
+    process.exit(1);
+  }
+  if (!fs.existsSync(process.argv[2])) {
+    log.error(`file not found: ${process.argv[2]}`);
+    process.exit(1);
+  }
+  const stat = fs.statSync(process.argv[2]);
+  const files = [];
+  if (stat.isFile()) files.push(process.argv[2]);
+  else if (stat.isDirectory()) fs.readdirSync(process.argv[2]).forEach((f) => files.push(path.join(process.argv[2], f)));
+  log.data('input:', files);
+  await human.load();
+  let res;
+  for (const f of files) {
+    const tensor = getImageTensor(f);
+    if (!tensor) continue;
+    human.config.face.description.enabled = true;
+    human.config.face.gear.enabled = false;
+    human.config.face.ssrnet.enabled = false;
+    res = await human.detect(tensor);
+    printResult({ model: 'faceres', image: f, res });
+    human.config.face.description.enabled = false;
+    human.config.face.gear.enabled = true;
+    human.config.face.ssrnet.enabled = false;
+    res = await human.detect(tensor);
+    printResult({ model: 'gear', image: f, res });
+    human.config.face.description.enabled = false;
+    human.config.face.gear.enabled = false;
+    human.config.face.ssrnet.enabled = true;
+    res = await human.detect(tensor);
+    printResult({ model: 'ssrnet', image: f, res });
+    human.tf.dispose(tensor);
+  }
+}
+
+main();
--- a/test/test.log
+++ b/test/test.log
--- 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
@ -61,7 +61,7 @@
 </ul>
 </div></div></section><section class="tsd-panel tsd-member tsd-kind-type-alias"><a id="ExternalCanvas" class="tsd-anchor"></a><h3>External<wbr/>Canvas</h3><div class="tsd-signature tsd-kind-icon">External<wbr/>Canvas<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-symbol">typeof </span><a href="classes/Env.html#Canvas" class="tsd-signature-type" data-tsd-kind="Property">Canvas</a></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/exports.ts#L34">src/exports.ts:34</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Defines possible externally defined canvas</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-type-alias"><a id="FaceGesture" class="tsd-anchor"></a><h3>Face<wbr/>Gesture</h3><div class="tsd-signature tsd-kind-icon">Face<wbr/>Gesture<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-symbol">`</span><span class="tsd-signature-type">facing </span><span class="tsd-signature-symbol">${</span><span class="tsd-signature-type">&quot;left&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;center&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;right&quot;</span><span class="tsd-signature-symbol">}</span><span class="tsd-signature-symbol">`</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-symbol">`</span><span class="tsd-signature-type">blink </span><span class="tsd-signature-symbol">${</span><span class="tsd-signature-type">&quot;left&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;right&quot;</span><span class="tsd-signature-symbol">}</span><span class="tsd-signature-type"> eye</span><span class="tsd-signature-symbol">`</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-symbol">`</span><span class="tsd-signature-type">mouth </span><span class="tsd-signature-symbol">${</span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">}</span><span class="tsd-signature-type">% open</span><span class="tsd-signature-symbol">`</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-symbol">`</span><span class="tsd-signature-type">head </span><span class="tsd-signature-symbol">${</span><span class="tsd-signature-type">&quot;up&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;down&quot;</span><span class="tsd-signature-symbol">}</span><span class="tsd-signature-symbol">`</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/gesture/gesture.ts#L11">src/gesture/gesture.ts:11</a></li></ul></aside></section><section class="tsd-panel tsd-member tsd-kind-type-alias"><a id="GestureResult" class="tsd-anchor"></a><h3>Gesture<wbr/>Result</h3><div class="tsd-signature tsd-kind-icon">Gesture<wbr/>Result<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-symbol">{ </span>face<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">; </span>gesture<span class="tsd-signature-symbol">: </span><a href="index.html#FaceGesture" class="tsd-signature-type" data-tsd-kind="Type alias">FaceGesture</a><span class="tsd-signature-symbol"> }</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-symbol">{ </span>gesture<span class="tsd-signature-symbol">: </span><a href="index.html#IrisGesture" class="tsd-signature-type" data-tsd-kind="Type alias">IrisGesture</a><span class="tsd-signature-symbol">; </span>iris<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol"> }</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-symbol">{ </span>body<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">; </span>gesture<span class="tsd-signature-symbol">: </span><a href="index.html#BodyGesture" class="tsd-signature-type" data-tsd-kind="Type alias">BodyGesture</a><span class="tsd-signature-symbol"> }</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-symbol">{ </span>gesture<span class="tsd-signature-symbol">: </span><a href="index.html#HandGesture" class="tsd-signature-type" data-tsd-kind="Type alias">HandGesture</a><span class="tsd-signature-symbol">; </span>hand<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol"> }</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/result.ts#L141">src/result.ts:141</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
+</div></div></section><section class="tsd-panel tsd-member tsd-kind-type-alias"><a id="FaceGesture" class="tsd-anchor"></a><h3>Face<wbr/>Gesture</h3><div class="tsd-signature tsd-kind-icon">Face<wbr/>Gesture<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-symbol">`</span><span class="tsd-signature-type">facing </span><span class="tsd-signature-symbol">${</span><span class="tsd-signature-type">&quot;left&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;center&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;right&quot;</span><span class="tsd-signature-symbol">}</span><span class="tsd-signature-symbol">`</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-symbol">`</span><span class="tsd-signature-type">blink </span><span class="tsd-signature-symbol">${</span><span class="tsd-signature-type">&quot;left&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;right&quot;</span><span class="tsd-signature-symbol">}</span><span class="tsd-signature-type"> eye</span><span class="tsd-signature-symbol">`</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-symbol">`</span><span class="tsd-signature-type">mouth </span><span class="tsd-signature-symbol">${</span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">}</span><span class="tsd-signature-type">% open</span><span class="tsd-signature-symbol">`</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-symbol">`</span><span class="tsd-signature-type">head </span><span class="tsd-signature-symbol">${</span><span class="tsd-signature-type">&quot;up&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;down&quot;</span><span class="tsd-signature-symbol">}</span><span class="tsd-signature-symbol">`</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/gesture/gesture.ts#L11">src/gesture/gesture.ts:11</a></li></ul></aside></section><section class="tsd-panel tsd-member tsd-kind-type-alias"><a id="GestureResult" class="tsd-anchor"></a><h3>Gesture<wbr/>Result</h3><div class="tsd-signature tsd-kind-icon">Gesture<wbr/>Result<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-symbol">{ </span>face<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">; </span>gesture<span class="tsd-signature-symbol">: </span><a href="index.html#FaceGesture" class="tsd-signature-type" data-tsd-kind="Type alias">FaceGesture</a><span class="tsd-signature-symbol"> }</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-symbol">{ </span>gesture<span class="tsd-signature-symbol">: </span><a href="index.html#IrisGesture" class="tsd-signature-type" data-tsd-kind="Type alias">IrisGesture</a><span class="tsd-signature-symbol">; </span>iris<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol"> }</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-symbol">{ </span>body<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">; </span>gesture<span class="tsd-signature-symbol">: </span><a href="index.html#BodyGesture" class="tsd-signature-type" data-tsd-kind="Type alias">BodyGesture</a><span class="tsd-signature-symbol"> }</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-symbol">{ </span>gesture<span class="tsd-signature-symbol">: </span><a href="index.html#HandGesture" class="tsd-signature-type" data-tsd-kind="Type alias">HandGesture</a><span class="tsd-signature-symbol">; </span>hand<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol"> }</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/result.ts#L143">src/result.ts:143</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Gesture combined results</p>
 </div></div></section><section class="tsd-panel tsd-member tsd-kind-type-alias"><a id="HandGesture" class="tsd-anchor"></a><h3>Hand<wbr/>Gesture</h3><div class="tsd-signature tsd-kind-icon">Hand<wbr/>Gesture<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-symbol">`</span><span class="tsd-signature-symbol">${</span><span class="tsd-signature-type">&quot;thumb&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;index&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;middle&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;ring&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;pinky&quot;</span><span class="tsd-signature-symbol">}</span><span class="tsd-signature-type"> forward</span><span class="tsd-signature-symbol">`</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-symbol">`</span><span class="tsd-signature-symbol">${</span><span class="tsd-signature-type">&quot;thumb&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;index&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;middle&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;ring&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;pinky&quot;</span><span class="tsd-signature-symbol">}</span><span class="tsd-signature-type"> up</span><span class="tsd-signature-symbol">`</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;victory&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;thumbs up&quot;</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/gesture/gesture.ts#L36">src/gesture/gesture.ts:36</a></li></ul></aside></section><section class="tsd-panel tsd-member tsd-kind-type-alias"><a id="ImageObjects" class="tsd-anchor"></a><h3>Image<wbr/>Objects</h3><div class="tsd-signature tsd-kind-icon">Image<wbr/>Objects<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-type">ImageData</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">ImageBitmap</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/exports.ts#L32">src/exports.ts:32</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Defines all possible image objects</p>
--- a/typedoc/interfaces/BodyKeypoint.html
+++ b/typedoc/interfaces/BodyKeypoint.html
@ -1,9 +1,9 @@
-<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>BodyKeypoint | @vladmandic/human - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><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 - v2.5.1</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.1</a></li><li><a href="BodyKeypoint.html">BodyKeypoint</a></li></ul><h1>Interface BodyKeypoint</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><span class="target">BodyKeypoint</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="BodyKeypoint.html#part" class="tsd-kind-icon">part</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="BodyKeypoint.html#position" class="tsd-kind-icon">position</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="BodyKeypoint.html#positionRaw" class="tsd-kind-icon">position<wbr/>Raw</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="BodyKeypoint.html#score" class="tsd-kind-icon">score</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 id="part" class="tsd-anchor"></a><h3>part</h3><div class="tsd-signature tsd-kind-icon">part<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/result.ts#L64">src/result.ts:64</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
+<!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>BodyKeypoint | @vladmandic/human - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><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 - v2.5.1</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.1</a></li><li><a href="BodyKeypoint.html">BodyKeypoint</a></li></ul><h1>Interface BodyKeypoint</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><span class="target">BodyKeypoint</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="BodyKeypoint.html#part" class="tsd-kind-icon">part</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="BodyKeypoint.html#position" class="tsd-kind-icon">position</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="BodyKeypoint.html#positionRaw" class="tsd-kind-icon">position<wbr/>Raw</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="BodyKeypoint.html#score" class="tsd-kind-icon">score</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 id="part" class="tsd-anchor"></a><h3>part</h3><div class="tsd-signature tsd-kind-icon">part<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/result.ts#L66">src/result.ts:66</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>body part name</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="position" class="tsd-anchor"></a><h3>position</h3><div class="tsd-signature tsd-kind-icon">position<span class="tsd-signature-symbol">:</span> <a href="../index.html#Point" class="tsd-signature-type" data-tsd-kind="Type alias">Point</a></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/result.ts#L66">src/result.ts:66</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 id="position" class="tsd-anchor"></a><h3>position</h3><div class="tsd-signature tsd-kind-icon">position<span class="tsd-signature-symbol">:</span> <a href="../index.html#Point" class="tsd-signature-type" data-tsd-kind="Type alias">Point</a></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/result.ts#L68">src/result.ts:68</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>body part position</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="positionRaw" class="tsd-anchor"></a><h3>position<wbr/>Raw</h3><div class="tsd-signature tsd-kind-icon">position<wbr/>Raw<span class="tsd-signature-symbol">:</span> <a href="../index.html#Point" class="tsd-signature-type" data-tsd-kind="Type alias">Point</a></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/result.ts#L68">src/result.ts:68</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 id="positionRaw" class="tsd-anchor"></a><h3>position<wbr/>Raw</h3><div class="tsd-signature tsd-kind-icon">position<wbr/>Raw<span class="tsd-signature-symbol">:</span> <a href="../index.html#Point" class="tsd-signature-type" data-tsd-kind="Type alias">Point</a></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/result.ts#L70">src/result.ts:70</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>body part position normalized to 0..1</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="score" class="tsd-anchor"></a><h3>score</h3><div class="tsd-signature tsd-kind-icon">score<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#L70">src/result.ts:70</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 id="score" class="tsd-anchor"></a><h3>score</h3><div class="tsd-signature tsd-kind-icon">score<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#L72">src/result.ts:72</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>body part detection score</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><li class=" tsd-kind-namespace"><a href="../modules/Tensor.html">Tensor</a></li></ul></nav><nav class="tsd-navigation secondary menu-sticky"><ul><li class="current tsd-kind-interface"><a href="BodyKeypoint.html" class="tsd-kind-icon">Body<wbr/>Keypoint</a><ul><li class="tsd-kind-property tsd-parent-kind-interface"><a href="BodyKeypoint.html#part" class="tsd-kind-icon">part</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="BodyKeypoint.html#position" class="tsd-kind-icon">position</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="BodyKeypoint.html#positionRaw" class="tsd-kind-icon">position<wbr/>Raw</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="BodyKeypoint.html#score" class="tsd-kind-icon">score</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/BodyResult.html
+++ b/typedoc/interfaces/BodyResult.html
@ -1,15 +1,15 @@
 <!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>BodyResult | @vladmandic/human - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><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 - v2.5.1</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.1</a></li><li><a href="BodyResult.html">BodyResult</a></li></ul><h1>Interface BodyResult</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Body results</p>
-</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><span class="target">BodyResult</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="BodyResult.html#annotations" class="tsd-kind-icon">annotations</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="BodyResult.html#box" class="tsd-kind-icon">box</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="BodyResult.html#boxRaw" class="tsd-kind-icon">box<wbr/>Raw</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="BodyResult.html#id" class="tsd-kind-icon">id</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="BodyResult.html#keypoints" class="tsd-kind-icon">keypoints</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="BodyResult.html#score" class="tsd-kind-icon">score</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 id="annotations" class="tsd-anchor"></a><h3>annotations</h3><div class="tsd-signature tsd-kind-icon">annotations<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><a href="../index.html#Point" class="tsd-signature-type" data-tsd-kind="Type alias">Point</a><span class="tsd-signature-symbol">[]</span><span class="tsd-signature-symbol">[]</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#L86">src/result.ts:86</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">BodyResult</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="BodyResult.html#annotations" class="tsd-kind-icon">annotations</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="BodyResult.html#box" class="tsd-kind-icon">box</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="BodyResult.html#boxRaw" class="tsd-kind-icon">box<wbr/>Raw</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="BodyResult.html#id" class="tsd-kind-icon">id</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="BodyResult.html#keypoints" class="tsd-kind-icon">keypoints</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="BodyResult.html#score" class="tsd-kind-icon">score</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 id="annotations" class="tsd-anchor"></a><h3>annotations</h3><div class="tsd-signature tsd-kind-icon">annotations<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><a href="../index.html#Point" class="tsd-signature-type" data-tsd-kind="Type alias">Point</a><span class="tsd-signature-symbol">[]</span><span class="tsd-signature-symbol">[]</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#L88">src/result.ts:88</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>detected body keypoints combined into annotated parts</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="box" class="tsd-anchor"></a><h3>box</h3><div class="tsd-signature tsd-kind-icon">box<span class="tsd-signature-symbol">:</span> <a href="../index.html#Box" class="tsd-signature-type" data-tsd-kind="Type alias">Box</a></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/result.ts#L80">src/result.ts:80</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 id="box" class="tsd-anchor"></a><h3>box</h3><div class="tsd-signature tsd-kind-icon">box<span class="tsd-signature-symbol">:</span> <a href="../index.html#Box" class="tsd-signature-type" data-tsd-kind="Type alias">Box</a></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/result.ts#L82">src/result.ts:82</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>detected body box</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="boxRaw" class="tsd-anchor"></a><h3>box<wbr/>Raw</h3><div class="tsd-signature tsd-kind-icon">box<wbr/>Raw<span class="tsd-signature-symbol">:</span> <a href="../index.html#Box" class="tsd-signature-type" data-tsd-kind="Type alias">Box</a></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/result.ts#L82">src/result.ts:82</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 id="boxRaw" class="tsd-anchor"></a><h3>box<wbr/>Raw</h3><div class="tsd-signature tsd-kind-icon">box<wbr/>Raw<span class="tsd-signature-symbol">:</span> <a href="../index.html#Box" class="tsd-signature-type" data-tsd-kind="Type alias">Box</a></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/result.ts#L84">src/result.ts:84</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>detected body box normalized to 0..1</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="id" class="tsd-anchor"></a><h3>id</h3><div class="tsd-signature tsd-kind-icon">id<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#L76">src/result.ts:76</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 id="id" class="tsd-anchor"></a><h3>id</h3><div class="tsd-signature tsd-kind-icon">id<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#L78">src/result.ts:78</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>body id</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="keypoints" class="tsd-anchor"></a><h3>keypoints</h3><div class="tsd-signature tsd-kind-icon">keypoints<span class="tsd-signature-symbol">:</span> <a href="BodyKeypoint.html" class="tsd-signature-type" data-tsd-kind="Interface">BodyKeypoint</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#L84">src/result.ts:84</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 id="keypoints" class="tsd-anchor"></a><h3>keypoints</h3><div class="tsd-signature tsd-kind-icon">keypoints<span class="tsd-signature-symbol">:</span> <a href="BodyKeypoint.html" class="tsd-signature-type" data-tsd-kind="Interface">BodyKeypoint</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#L86">src/result.ts:86</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>detected body keypoints</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="score" class="tsd-anchor"></a><h3>score</h3><div class="tsd-signature tsd-kind-icon">score<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#L78">src/result.ts:78</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 id="score" class="tsd-anchor"></a><h3>score</h3><div class="tsd-signature tsd-kind-icon">score<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#L80">src/result.ts:80</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>body detection score</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><li class=" tsd-kind-namespace"><a href="../modules/Tensor.html">Tensor</a></li></ul></nav><nav class="tsd-navigation secondary menu-sticky"><ul><li class="current tsd-kind-interface"><a href="BodyResult.html" class="tsd-kind-icon">Body<wbr/>Result</a><ul><li class="tsd-kind-property tsd-parent-kind-interface"><a href="BodyResult.html#annotations" class="tsd-kind-icon">annotations</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="BodyResult.html#box" class="tsd-kind-icon">box</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="BodyResult.html#boxRaw" class="tsd-kind-icon">box<wbr/>Raw</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="BodyResult.html#id" class="tsd-kind-icon">id</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="BodyResult.html#keypoints" class="tsd-kind-icon">keypoints</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="BodyResult.html#score" class="tsd-kind-icon">score</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/FaceResult.html
+++ b/typedoc/interfaces/FaceResult.html
@ -4,7 +4,7 @@
 <li>Combined results of face detector, face mesh, age, gender, emotion, embedding, iris models</li>
 <li>Some values may be null if specific model is not enabled</li>
 </ul>
-</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><span class="target">FaceResult</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="FaceResult.html#age" class="tsd-kind-icon">age</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#annotations" class="tsd-kind-icon">annotations</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#box" class="tsd-kind-icon">box</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#boxRaw" class="tsd-kind-icon">box<wbr/>Raw</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#boxScore" class="tsd-kind-icon">box<wbr/>Score</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#embedding" class="tsd-kind-icon">embedding</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#emotion" class="tsd-kind-icon">emotion</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#faceScore" class="tsd-kind-icon">face<wbr/>Score</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#gender" class="tsd-kind-icon">gender</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#genderScore" class="tsd-kind-icon">gender<wbr/>Score</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#id" class="tsd-kind-icon">id</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#iris" class="tsd-kind-icon">iris</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#live" class="tsd-kind-icon">live</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#mesh" class="tsd-kind-icon">mesh</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#meshRaw" class="tsd-kind-icon">mesh<wbr/>Raw</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#real" class="tsd-kind-icon">real</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#rotation" class="tsd-kind-icon">rotation</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#score" class="tsd-kind-icon">score</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#tensor" class="tsd-kind-icon">tensor</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 id="age" class="tsd-anchor"></a><h3><span class="tsd-flag ts-flagOptional">Optional</span> age</h3><div class="tsd-signature tsd-kind-icon">age<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#L37">src/result.ts:37</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">FaceResult</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="FaceResult.html#age" class="tsd-kind-icon">age</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#annotations" class="tsd-kind-icon">annotations</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#box" class="tsd-kind-icon">box</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#boxRaw" class="tsd-kind-icon">box<wbr/>Raw</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#boxScore" class="tsd-kind-icon">box<wbr/>Score</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#embedding" class="tsd-kind-icon">embedding</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#emotion" class="tsd-kind-icon">emotion</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#faceScore" class="tsd-kind-icon">face<wbr/>Score</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#gender" class="tsd-kind-icon">gender</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#genderScore" class="tsd-kind-icon">gender<wbr/>Score</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#id" class="tsd-kind-icon">id</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#iris" class="tsd-kind-icon">iris</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#live" class="tsd-kind-icon">live</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#mesh" class="tsd-kind-icon">mesh</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#meshRaw" class="tsd-kind-icon">mesh<wbr/>Raw</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#race" class="tsd-kind-icon">race</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#real" class="tsd-kind-icon">real</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#rotation" class="tsd-kind-icon">rotation</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#score" class="tsd-kind-icon">score</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#tensor" class="tsd-kind-icon">tensor</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 id="age" class="tsd-anchor"></a><h3><span class="tsd-flag ts-flagOptional">Optional</span> age</h3><div class="tsd-signature tsd-kind-icon">age<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#L37">src/result.ts:37</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>detected age</p>
 </div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="annotations" class="tsd-anchor"></a><h3>annotations</h3><div class="tsd-signature tsd-kind-icon">annotations<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><a href="../index.html#Point" class="tsd-signature-type" data-tsd-kind="Type alias">Point</a><span class="tsd-signature-symbol">[]</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#L35">src/result.ts:35</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>mesh keypoints combined into annotated results</p>
@ -14,7 +14,7 @@
 <p>detected face box normalized to 0..1</p>
 </div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="boxScore" class="tsd-anchor"></a><h3>box<wbr/>Score</h3><div class="tsd-signature tsd-kind-icon">box<wbr/>Score<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#L23">src/result.ts:23</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>detection score</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="embedding" class="tsd-anchor"></a><h3><span class="tsd-flag ts-flagOptional">Optional</span> embedding</h3><div class="tsd-signature tsd-kind-icon">embedding<span class="tsd-signature-symbol">?:</span> <span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">[]</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/result.ts#L45">src/result.ts:45</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 id="embedding" class="tsd-anchor"></a><h3><span class="tsd-flag ts-flagOptional">Optional</span> embedding</h3><div class="tsd-signature tsd-kind-icon">embedding<span class="tsd-signature-symbol">?:</span> <span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">[]</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/result.ts#L47">src/result.ts:47</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>face descriptor</p>
 </div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="emotion" class="tsd-anchor"></a><h3><span class="tsd-flag ts-flagOptional">Optional</span> emotion</h3><div class="tsd-signature tsd-kind-icon">emotion<span class="tsd-signature-symbol">?:</span> <span class="tsd-signature-symbol">{ </span>emotion<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol">; </span>score<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol"> }</span><span class="tsd-signature-symbol">[]</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/result.ts#L43">src/result.ts:43</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>detected emotions</p>
@ -26,20 +26,22 @@
 <p>gender detection score</p>
 </div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="id" class="tsd-anchor"></a><h3>id</h3><div class="tsd-signature tsd-kind-icon">id<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#L19">src/result.ts:19</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>face id</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="iris" class="tsd-anchor"></a><h3><span class="tsd-flag ts-flagOptional">Optional</span> iris</h3><div class="tsd-signature tsd-kind-icon">iris<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#L47">src/result.ts:47</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 id="iris" class="tsd-anchor"></a><h3><span class="tsd-flag ts-flagOptional">Optional</span> iris</h3><div class="tsd-signature tsd-kind-icon">iris<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#L49">src/result.ts:49</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>face iris distance from camera</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="live" class="tsd-anchor"></a><h3><span class="tsd-flag ts-flagOptional">Optional</span> live</h3><div class="tsd-signature tsd-kind-icon">live<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#L51">src/result.ts:51</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 id="live" class="tsd-anchor"></a><h3><span class="tsd-flag ts-flagOptional">Optional</span> live</h3><div class="tsd-signature tsd-kind-icon">live<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#L53">src/result.ts:53</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>face liveness result confidence</p>
 </div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="mesh" class="tsd-anchor"></a><h3>mesh</h3><div class="tsd-signature tsd-kind-icon">mesh<span class="tsd-signature-symbol">:</span> <a href="../index.html#Point" class="tsd-signature-type" data-tsd-kind="Type alias">Point</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#L31">src/result.ts:31</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>detected face mesh</p>
 </div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="meshRaw" class="tsd-anchor"></a><h3>mesh<wbr/>Raw</h3><div class="tsd-signature tsd-kind-icon">mesh<wbr/>Raw<span class="tsd-signature-symbol">:</span> <a href="../index.html#Point" class="tsd-signature-type" data-tsd-kind="Type alias">Point</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#L33">src/result.ts:33</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>detected face mesh normalized to 0..1</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="real" class="tsd-anchor"></a><h3><span class="tsd-flag ts-flagOptional">Optional</span> real</h3><div class="tsd-signature tsd-kind-icon">real<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#L49">src/result.ts:49</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 id="race" class="tsd-anchor"></a><h3><span class="tsd-flag ts-flagOptional">Optional</span> race</h3><div class="tsd-signature tsd-kind-icon">race<span class="tsd-signature-symbol">?:</span> <span class="tsd-signature-symbol">{ </span>race<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol">; </span>score<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol"> }</span><span class="tsd-signature-symbol">[]</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/result.ts#L45">src/result.ts:45</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
+<p>detected race</p>
+</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="real" class="tsd-anchor"></a><h3><span class="tsd-flag ts-flagOptional">Optional</span> real</h3><div class="tsd-signature tsd-kind-icon">real<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#L51">src/result.ts:51</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>face anti-spoofing result confidence</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="rotation" class="tsd-anchor"></a><h3><span class="tsd-flag ts-flagOptional">Optional</span> rotation</h3><div class="tsd-signature tsd-kind-icon">rotation<span class="tsd-signature-symbol">?:</span> <span class="tsd-signature-type">null</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-symbol">{ </span>angle<span class="tsd-signature-symbol">: </span><span class="tsd-signature-symbol">{ </span>pitch<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">; </span>roll<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">; </span>yaw<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol"> }</span><span class="tsd-signature-symbol">; </span>gaze<span class="tsd-signature-symbol">: </span><span class="tsd-signature-symbol">{ </span>bearing<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">; </span>strength<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol"> }</span><span class="tsd-signature-symbol">; </span>matrix<span class="tsd-signature-symbol">: </span><span class="tsd-signature-symbol">[</span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">, </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">, </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">, </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">, </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">, </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">, </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">, </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">, </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">]</span><span class="tsd-signature-symbol"> }</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/result.ts#L53">src/result.ts:53</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 id="rotation" class="tsd-anchor"></a><h3><span class="tsd-flag ts-flagOptional">Optional</span> rotation</h3><div class="tsd-signature tsd-kind-icon">rotation<span class="tsd-signature-symbol">?:</span> <span class="tsd-signature-type">null</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-symbol">{ </span>angle<span class="tsd-signature-symbol">: </span><span class="tsd-signature-symbol">{ </span>pitch<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">; </span>roll<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">; </span>yaw<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol"> }</span><span class="tsd-signature-symbol">; </span>gaze<span class="tsd-signature-symbol">: </span><span class="tsd-signature-symbol">{ </span>bearing<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">; </span>strength<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol"> }</span><span class="tsd-signature-symbol">; </span>matrix<span class="tsd-signature-symbol">: </span><span class="tsd-signature-symbol">[</span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">, </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">, </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">, </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">, </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">, </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">, </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">, </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">, </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">]</span><span class="tsd-signature-symbol"> }</span></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/result.ts#L55">src/result.ts:55</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>face rotation details</p>
 </div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="score" class="tsd-anchor"></a><h3>score</h3><div class="tsd-signature tsd-kind-icon">score<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#L21">src/result.ts:21</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>overall face score</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="tensor" class="tsd-anchor"></a><h3><span class="tsd-flag ts-flagOptional">Optional</span> tensor</h3><div class="tsd-signature tsd-kind-icon">tensor<span class="tsd-signature-symbol">?:</span> <a href="../classes/Tensor.html" class="tsd-signature-type" data-tsd-kind="Class">Tensor</a><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">Rank</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#L59">src/result.ts:59</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 id="tensor" class="tsd-anchor"></a><h3><span class="tsd-flag ts-flagOptional">Optional</span> tensor</h3><div class="tsd-signature tsd-kind-icon">tensor<span class="tsd-signature-symbol">?:</span> <a href="../classes/Tensor.html" class="tsd-signature-type" data-tsd-kind="Class">Tensor</a><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">Rank</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#L61">src/result.ts:61</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>detected face as tensor that can be used in further pipelines</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><li class=" tsd-kind-namespace"><a href="../modules/Tensor.html">Tensor</a></li></ul></nav><nav class="tsd-navigation secondary menu-sticky"><ul><li class="current tsd-kind-interface"><a href="FaceResult.html" class="tsd-kind-icon">Face<wbr/>Result</a><ul><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#age" class="tsd-kind-icon">age</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#annotations" class="tsd-kind-icon">annotations</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#box" class="tsd-kind-icon">box</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#boxRaw" class="tsd-kind-icon">box<wbr/>Raw</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#boxScore" class="tsd-kind-icon">box<wbr/>Score</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#embedding" class="tsd-kind-icon">embedding</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#emotion" class="tsd-kind-icon">emotion</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#faceScore" class="tsd-kind-icon">face<wbr/>Score</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#gender" class="tsd-kind-icon">gender</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#genderScore" class="tsd-kind-icon">gender<wbr/>Score</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#id" class="tsd-kind-icon">id</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#iris" class="tsd-kind-icon">iris</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#live" class="tsd-kind-icon">live</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#mesh" class="tsd-kind-icon">mesh</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#meshRaw" class="tsd-kind-icon">mesh<wbr/>Raw</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#real" class="tsd-kind-icon">real</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#rotation" class="tsd-kind-icon">rotation</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#score" class="tsd-kind-icon">score</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#tensor" class="tsd-kind-icon">tensor</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></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><li class=" tsd-kind-namespace"><a href="../modules/Tensor.html">Tensor</a></li></ul></nav><nav class="tsd-navigation secondary menu-sticky"><ul><li class="current tsd-kind-interface"><a href="FaceResult.html" class="tsd-kind-icon">Face<wbr/>Result</a><ul><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#age" class="tsd-kind-icon">age</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#annotations" class="tsd-kind-icon">annotations</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#box" class="tsd-kind-icon">box</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#boxRaw" class="tsd-kind-icon">box<wbr/>Raw</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#boxScore" class="tsd-kind-icon">box<wbr/>Score</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#embedding" class="tsd-kind-icon">embedding</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#emotion" class="tsd-kind-icon">emotion</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#faceScore" class="tsd-kind-icon">face<wbr/>Score</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#gender" class="tsd-kind-icon">gender</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#genderScore" class="tsd-kind-icon">gender<wbr/>Score</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#id" class="tsd-kind-icon">id</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#iris" class="tsd-kind-icon">iris</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#live" class="tsd-kind-icon">live</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#mesh" class="tsd-kind-icon">mesh</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#meshRaw" class="tsd-kind-icon">mesh<wbr/>Raw</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#race" class="tsd-kind-icon">race</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#real" class="tsd-kind-icon">real</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#rotation" class="tsd-kind-icon">rotation</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#score" class="tsd-kind-icon">score</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="FaceResult.html#tensor" class="tsd-kind-icon">tensor</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/HandResult.html
+++ b/typedoc/interfaces/HandResult.html
@ -1,23 +1,23 @@
 <!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>HandResult | @vladmandic/human - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><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 - v2.5.1</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.1</a></li><li><a href="HandResult.html">HandResult</a></li></ul><h1>Interface HandResult</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Hand results</p>
-</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><span class="target">HandResult</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="HandResult.html#annotations" class="tsd-kind-icon">annotations</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandResult.html#box" class="tsd-kind-icon">box</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandResult.html#boxRaw" class="tsd-kind-icon">box<wbr/>Raw</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandResult.html#boxScore" class="tsd-kind-icon">box<wbr/>Score</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandResult.html#fingerScore" class="tsd-kind-icon">finger<wbr/>Score</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandResult.html#id" class="tsd-kind-icon">id</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandResult.html#keypoints" class="tsd-kind-icon">keypoints</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandResult.html#label" class="tsd-kind-icon">label</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandResult.html#landmarks" class="tsd-kind-icon">landmarks</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandResult.html#score" class="tsd-kind-icon">score</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 id="annotations" class="tsd-anchor"></a><h3>annotations</h3><div class="tsd-signature tsd-kind-icon">annotations<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">&quot;index&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;middle&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;pinky&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;ring&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;thumb&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;palm&quot;</span><span class="tsd-signature-symbol">, </span><a href="../index.html#Point" class="tsd-signature-type" data-tsd-kind="Type alias">Point</a><span class="tsd-signature-symbol">[]</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#L108">src/result.ts:108</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">HandResult</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="HandResult.html#annotations" class="tsd-kind-icon">annotations</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandResult.html#box" class="tsd-kind-icon">box</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandResult.html#boxRaw" class="tsd-kind-icon">box<wbr/>Raw</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandResult.html#boxScore" class="tsd-kind-icon">box<wbr/>Score</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandResult.html#fingerScore" class="tsd-kind-icon">finger<wbr/>Score</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandResult.html#id" class="tsd-kind-icon">id</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandResult.html#keypoints" class="tsd-kind-icon">keypoints</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandResult.html#label" class="tsd-kind-icon">label</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandResult.html#landmarks" class="tsd-kind-icon">landmarks</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandResult.html#score" class="tsd-kind-icon">score</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 id="annotations" class="tsd-anchor"></a><h3>annotations</h3><div class="tsd-signature tsd-kind-icon">annotations<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">&quot;index&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;middle&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;pinky&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;ring&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;thumb&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;palm&quot;</span><span class="tsd-signature-symbol">, </span><a href="../index.html#Point" class="tsd-signature-type" data-tsd-kind="Type alias">Point</a><span class="tsd-signature-symbol">[]</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#L110">src/result.ts:110</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>detected hand keypoints combined into annotated parts</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="box" class="tsd-anchor"></a><h3>box</h3><div class="tsd-signature tsd-kind-icon">box<span class="tsd-signature-symbol">:</span> <a href="../index.html#Box" class="tsd-signature-type" data-tsd-kind="Type alias">Box</a></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/result.ts#L100">src/result.ts:100</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 id="box" class="tsd-anchor"></a><h3>box</h3><div class="tsd-signature tsd-kind-icon">box<span class="tsd-signature-symbol">:</span> <a href="../index.html#Box" class="tsd-signature-type" data-tsd-kind="Type alias">Box</a></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/result.ts#L102">src/result.ts:102</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>detected hand box</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="boxRaw" class="tsd-anchor"></a><h3>box<wbr/>Raw</h3><div class="tsd-signature tsd-kind-icon">box<wbr/>Raw<span class="tsd-signature-symbol">:</span> <a href="../index.html#Box" class="tsd-signature-type" data-tsd-kind="Type alias">Box</a></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/result.ts#L102">src/result.ts:102</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 id="boxRaw" class="tsd-anchor"></a><h3>box<wbr/>Raw</h3><div class="tsd-signature tsd-kind-icon">box<wbr/>Raw<span class="tsd-signature-symbol">:</span> <a href="../index.html#Box" class="tsd-signature-type" data-tsd-kind="Type alias">Box</a></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/result.ts#L104">src/result.ts:104</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>detected hand box normalized to 0..1</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="boxScore" class="tsd-anchor"></a><h3>box<wbr/>Score</h3><div class="tsd-signature tsd-kind-icon">box<wbr/>Score<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#L96">src/result.ts:96</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 id="boxScore" class="tsd-anchor"></a><h3>box<wbr/>Score</h3><div class="tsd-signature tsd-kind-icon">box<wbr/>Score<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#L98">src/result.ts:98</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>hand detection score</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="fingerScore" class="tsd-anchor"></a><h3>finger<wbr/>Score</h3><div class="tsd-signature tsd-kind-icon">finger<wbr/>Score<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#L98">src/result.ts:98</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 id="fingerScore" class="tsd-anchor"></a><h3>finger<wbr/>Score</h3><div class="tsd-signature tsd-kind-icon">finger<wbr/>Score<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#L100">src/result.ts:100</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>hand skelton score</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="id" class="tsd-anchor"></a><h3>id</h3><div class="tsd-signature tsd-kind-icon">id<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#L92">src/result.ts:92</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 id="id" class="tsd-anchor"></a><h3>id</h3><div class="tsd-signature tsd-kind-icon">id<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#L94">src/result.ts:94</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>hand id</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="keypoints" class="tsd-anchor"></a><h3>keypoints</h3><div class="tsd-signature tsd-kind-icon">keypoints<span class="tsd-signature-symbol">:</span> <a href="../index.html#Point" class="tsd-signature-type" data-tsd-kind="Type alias">Point</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#L104">src/result.ts:104</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 id="keypoints" class="tsd-anchor"></a><h3>keypoints</h3><div class="tsd-signature tsd-kind-icon">keypoints<span class="tsd-signature-symbol">:</span> <a href="../index.html#Point" class="tsd-signature-type" data-tsd-kind="Type alias">Point</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#L106">src/result.ts:106</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>detected hand keypoints</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="label" class="tsd-anchor"></a><h3>label</h3><div class="tsd-signature tsd-kind-icon">label<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/result.ts#L106">src/result.ts:106</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 id="label" class="tsd-anchor"></a><h3>label</h3><div class="tsd-signature tsd-kind-icon">label<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/result.ts#L108">src/result.ts:108</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>detected hand class</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="landmarks" class="tsd-anchor"></a><h3>landmarks</h3><div class="tsd-signature tsd-kind-icon">landmarks<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">&quot;index&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;middle&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;pinky&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;ring&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;thumb&quot;</span><span class="tsd-signature-symbol">, </span><span class="tsd-signature-symbol">{ </span>curl<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><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;half&quot;</span><span class="tsd-signature-symbol">; </span>direction<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">&quot;verticalUp&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;verticalDown&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;horizontalLeft&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;horizontalRight&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;diagonalUpRight&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;diagonalUpLeft&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;diagonalDownRight&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;diagonalDownLeft&quot;</span><span class="tsd-signature-symbol"> }</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#L113">src/result.ts:113</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 id="landmarks" class="tsd-anchor"></a><h3>landmarks</h3><div class="tsd-signature tsd-kind-icon">landmarks<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">&quot;index&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;middle&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;pinky&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;ring&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;thumb&quot;</span><span class="tsd-signature-symbol">, </span><span class="tsd-signature-symbol">{ </span>curl<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><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;half&quot;</span><span class="tsd-signature-symbol">; </span>direction<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">&quot;verticalUp&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;verticalDown&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;horizontalLeft&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;horizontalRight&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;diagonalUpRight&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;diagonalUpLeft&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;diagonalDownRight&quot;</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">&quot;diagonalDownLeft&quot;</span><span class="tsd-signature-symbol"> }</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#L115">src/result.ts:115</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>detected hand parts annotated with part gestures</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="score" class="tsd-anchor"></a><h3>score</h3><div class="tsd-signature tsd-kind-icon">score<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#L94">src/result.ts:94</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 id="score" class="tsd-anchor"></a><h3>score</h3><div class="tsd-signature tsd-kind-icon">score<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#L96">src/result.ts:96</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>hand overal score</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><li class=" tsd-kind-namespace"><a href="../modules/Tensor.html">Tensor</a></li></ul></nav><nav class="tsd-navigation secondary menu-sticky"><ul><li class="current tsd-kind-interface"><a href="HandResult.html" class="tsd-kind-icon">Hand<wbr/>Result</a><ul><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandResult.html#annotations" class="tsd-kind-icon">annotations</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandResult.html#box" class="tsd-kind-icon">box</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandResult.html#boxRaw" class="tsd-kind-icon">box<wbr/>Raw</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandResult.html#boxScore" class="tsd-kind-icon">box<wbr/>Score</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandResult.html#fingerScore" class="tsd-kind-icon">finger<wbr/>Score</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandResult.html#id" class="tsd-kind-icon">id</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandResult.html#keypoints" class="tsd-kind-icon">keypoints</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandResult.html#label" class="tsd-kind-icon">label</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandResult.html#landmarks" class="tsd-kind-icon">landmarks</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="HandResult.html#score" class="tsd-kind-icon">score</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/ObjectResult.html
+++ b/typedoc/interfaces/ObjectResult.html
@ -1,15 +1,15 @@
 <!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>ObjectResult | @vladmandic/human - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><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 - v2.5.1</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.1</a></li><li><a href="ObjectResult.html">ObjectResult</a></li></ul><h1>Interface ObjectResult</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
 <p>Object results</p>
-</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><span class="target">ObjectResult</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="ObjectResult.html#box" class="tsd-kind-icon">box</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="ObjectResult.html#boxRaw" class="tsd-kind-icon">box<wbr/>Raw</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="ObjectResult.html#class" class="tsd-kind-icon">class</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="ObjectResult.html#id" class="tsd-kind-icon">id</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="ObjectResult.html#label" class="tsd-kind-icon">label</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="ObjectResult.html#score" class="tsd-kind-icon">score</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 id="box" class="tsd-anchor"></a><h3>box</h3><div class="tsd-signature tsd-kind-icon">box<span class="tsd-signature-symbol">:</span> <a href="../index.html#Box" class="tsd-signature-type" data-tsd-kind="Type alias">Box</a></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/result.ts#L130">src/result.ts:130</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">ObjectResult</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="ObjectResult.html#box" class="tsd-kind-icon">box</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="ObjectResult.html#boxRaw" class="tsd-kind-icon">box<wbr/>Raw</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="ObjectResult.html#class" class="tsd-kind-icon">class</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="ObjectResult.html#id" class="tsd-kind-icon">id</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="ObjectResult.html#label" class="tsd-kind-icon">label</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="ObjectResult.html#score" class="tsd-kind-icon">score</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 id="box" class="tsd-anchor"></a><h3>box</h3><div class="tsd-signature tsd-kind-icon">box<span class="tsd-signature-symbol">:</span> <a href="../index.html#Box" class="tsd-signature-type" data-tsd-kind="Type alias">Box</a></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/result.ts#L132">src/result.ts:132</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>detected object box</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="boxRaw" class="tsd-anchor"></a><h3>box<wbr/>Raw</h3><div class="tsd-signature tsd-kind-icon">box<wbr/>Raw<span class="tsd-signature-symbol">:</span> <a href="../index.html#Box" class="tsd-signature-type" data-tsd-kind="Type alias">Box</a></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/result.ts#L132">src/result.ts:132</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 id="boxRaw" class="tsd-anchor"></a><h3>box<wbr/>Raw</h3><div class="tsd-signature tsd-kind-icon">box<wbr/>Raw<span class="tsd-signature-symbol">:</span> <a href="../index.html#Box" class="tsd-signature-type" data-tsd-kind="Type alias">Box</a></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/result.ts#L134">src/result.ts:134</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>detected object box normalized to 0..1</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="class" class="tsd-anchor"></a><h3>class</h3><div class="tsd-signature tsd-kind-icon">class<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#L126">src/result.ts:126</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 id="class" class="tsd-anchor"></a><h3>class</h3><div class="tsd-signature tsd-kind-icon">class<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#L128">src/result.ts:128</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>detected object class id</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="id" class="tsd-anchor"></a><h3>id</h3><div class="tsd-signature tsd-kind-icon">id<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#L122">src/result.ts:122</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 id="id" class="tsd-anchor"></a><h3>id</h3><div class="tsd-signature tsd-kind-icon">id<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#L124">src/result.ts:124</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>object id</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="label" class="tsd-anchor"></a><h3>label</h3><div class="tsd-signature tsd-kind-icon">label<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/result.ts#L128">src/result.ts:128</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 id="label" class="tsd-anchor"></a><h3>label</h3><div class="tsd-signature tsd-kind-icon">label<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/result.ts#L130">src/result.ts:130</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>detected object class name</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="score" class="tsd-anchor"></a><h3>score</h3><div class="tsd-signature tsd-kind-icon">score<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#L124">src/result.ts:124</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 id="score" class="tsd-anchor"></a><h3>score</h3><div class="tsd-signature tsd-kind-icon">score<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#L126">src/result.ts:126</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>object detection score</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><li class=" tsd-kind-namespace"><a href="../modules/Tensor.html">Tensor</a></li></ul></nav><nav class="tsd-navigation secondary menu-sticky"><ul><li class="current tsd-kind-interface"><a href="ObjectResult.html" class="tsd-kind-icon">Object<wbr/>Result</a><ul><li class="tsd-kind-property tsd-parent-kind-interface"><a href="ObjectResult.html#box" class="tsd-kind-icon">box</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="ObjectResult.html#boxRaw" class="tsd-kind-icon">box<wbr/>Raw</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="ObjectResult.html#class" class="tsd-kind-icon">class</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="ObjectResult.html#id" class="tsd-kind-icon">id</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="ObjectResult.html#label" class="tsd-kind-icon">label</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="ObjectResult.html#score" class="tsd-kind-icon">score</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/PersonResult.html
+++ b/typedoc/interfaces/PersonResult.html
@ -3,18 +3,18 @@
 <ul>
 <li>Triggers combining all individual results into a virtual person object</li>
 </ul>
-</div></div></section><section class="tsd-panel tsd-hierarchy"><h3>Hierarchy</h3><ul class="tsd-hierarchy"><li><span class="target">PersonResult</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="PersonResult.html#body" class="tsd-kind-icon">body</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="PersonResult.html#box" class="tsd-kind-icon">box</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="PersonResult.html#boxRaw" class="tsd-kind-icon">box<wbr/>Raw</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="PersonResult.html#face" class="tsd-kind-icon">face</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="PersonResult.html#gestures" class="tsd-kind-icon">gestures</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="PersonResult.html#hands" class="tsd-kind-icon">hands</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="PersonResult.html#id" class="tsd-kind-icon">id</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 id="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">null</span><span class="tsd-signature-symbol"> | </span><a href="BodyResult.html" class="tsd-signature-type" data-tsd-kind="Interface">BodyResult</a></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/result.ts#L156">src/result.ts:156</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">PersonResult</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="PersonResult.html#body" class="tsd-kind-icon">body</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="PersonResult.html#box" class="tsd-kind-icon">box</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="PersonResult.html#boxRaw" class="tsd-kind-icon">box<wbr/>Raw</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="PersonResult.html#face" class="tsd-kind-icon">face</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="PersonResult.html#gestures" class="tsd-kind-icon">gestures</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="PersonResult.html#hands" class="tsd-kind-icon">hands</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="PersonResult.html#id" class="tsd-kind-icon">id</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 id="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">null</span><span class="tsd-signature-symbol"> | </span><a href="BodyResult.html" class="tsd-signature-type" data-tsd-kind="Interface">BodyResult</a></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/result.ts#L158">src/result.ts:158</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>body result that belongs to this person</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="box" class="tsd-anchor"></a><h3>box</h3><div class="tsd-signature tsd-kind-icon">box<span class="tsd-signature-symbol">:</span> <a href="../index.html#Box" class="tsd-signature-type" data-tsd-kind="Type alias">Box</a></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/result.ts#L162">src/result.ts:162</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 id="box" class="tsd-anchor"></a><h3>box</h3><div class="tsd-signature tsd-kind-icon">box<span class="tsd-signature-symbol">:</span> <a href="../index.html#Box" class="tsd-signature-type" data-tsd-kind="Type alias">Box</a></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/result.ts#L164">src/result.ts:164</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>box that defines the person</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="boxRaw" class="tsd-anchor"></a><h3><span class="tsd-flag ts-flagOptional">Optional</span> box<wbr/>Raw</h3><div class="tsd-signature tsd-kind-icon">box<wbr/>Raw<span class="tsd-signature-symbol">?:</span> <a href="../index.html#Box" class="tsd-signature-type" data-tsd-kind="Type alias">Box</a></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/result.ts#L164">src/result.ts:164</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 id="boxRaw" class="tsd-anchor"></a><h3><span class="tsd-flag ts-flagOptional">Optional</span> box<wbr/>Raw</h3><div class="tsd-signature tsd-kind-icon">box<wbr/>Raw<span class="tsd-signature-symbol">?:</span> <a href="../index.html#Box" class="tsd-signature-type" data-tsd-kind="Type alias">Box</a></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/result.ts#L166">src/result.ts:166</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>box that defines the person normalized to 0..1</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="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></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/result.ts#L154">src/result.ts:154</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 id="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></div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/result.ts#L156">src/result.ts:156</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>face result that belongs to this person</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="gestures" class="tsd-anchor"></a><h3>gestures</h3><div class="tsd-signature tsd-kind-icon">gestures<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#L160">src/result.ts:160</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
+</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="gestures" class="tsd-anchor"></a><h3>gestures</h3><div class="tsd-signature tsd-kind-icon">gestures<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#L162">src/result.ts:162</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>detected gestures specific to this person</p>
-</div></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="hands" class="tsd-anchor"></a><h3>hands</h3><div class="tsd-signature tsd-kind-icon">hands<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-symbol">{ </span>left<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">null</span><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>right<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">null</span><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#L158">src/result.ts:158</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 id="hands" class="tsd-anchor"></a><h3>hands</h3><div class="tsd-signature tsd-kind-icon">hands<span class="tsd-signature-symbol">:</span> <span class="tsd-signature-symbol">{ </span>left<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">null</span><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>right<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">null</span><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#L160">src/result.ts:160</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>left and right hand results that belong to this person</p>
-</div></div><div class="tsd-type-declaration"><h4>Type declaration</h4><ul class="tsd-parameters"><li class="tsd-parameter"><h5>left<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">null</span><span class="tsd-signature-symbol"> | </span><a href="HandResult.html" class="tsd-signature-type" data-tsd-kind="Interface">HandResult</a></h5></li><li class="tsd-parameter"><h5>right<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">null</span><span class="tsd-signature-symbol"> | </span><a href="HandResult.html" class="tsd-signature-type" data-tsd-kind="Interface">HandResult</a></h5></li></ul></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="id" class="tsd-anchor"></a><h3>id</h3><div class="tsd-signature tsd-kind-icon">id<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#L152">src/result.ts:152</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
+</div></div><div class="tsd-type-declaration"><h4>Type declaration</h4><ul class="tsd-parameters"><li class="tsd-parameter"><h5>left<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">null</span><span class="tsd-signature-symbol"> | </span><a href="HandResult.html" class="tsd-signature-type" data-tsd-kind="Interface">HandResult</a></h5></li><li class="tsd-parameter"><h5>right<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">null</span><span class="tsd-signature-symbol"> | </span><a href="HandResult.html" class="tsd-signature-type" data-tsd-kind="Interface">HandResult</a></h5></li></ul></div></section><section class="tsd-panel tsd-member tsd-kind-property tsd-parent-kind-interface"><a id="id" class="tsd-anchor"></a><h3>id</h3><div class="tsd-signature tsd-kind-icon">id<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#L154">src/result.ts:154</a></li></ul></aside><div class="tsd-comment tsd-typography"><div class="lead">
 <p>person id</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><li class=" tsd-kind-namespace"><a href="../modules/Tensor.html">Tensor</a></li></ul></nav><nav class="tsd-navigation secondary menu-sticky"><ul><li class="current tsd-kind-interface"><a href="PersonResult.html" class="tsd-kind-icon">Person<wbr/>Result</a><ul><li class="tsd-kind-property tsd-parent-kind-interface"><a href="PersonResult.html#body" class="tsd-kind-icon">body</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="PersonResult.html#box" class="tsd-kind-icon">box</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="PersonResult.html#boxRaw" class="tsd-kind-icon">box<wbr/>Raw</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="PersonResult.html#face" class="tsd-kind-icon">face</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="PersonResult.html#gestures" class="tsd-kind-icon">gestures</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="PersonResult.html#hands" class="tsd-kind-icon">hands</a></li><li class="tsd-kind-property tsd-parent-kind-interface"><a href="PersonResult.html#id" class="tsd-kind-icon">id</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/Result.html
+++ b/typedoc/interfaces/Result.html
@ -1,22 +1,22 @@
 <!DOCTYPE html><html class="default"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>Result | @vladmandic/human - v2.5.1</title><meta name="description" content="Documentation for @vladmandic/human - v2.5.1"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.body.classList.add(localStorage.getItem("tsd-theme") || "os")</script><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 - v2.5.1</a></div><div class="table-cell" id="tsd-widgets"><div id="tsd-filter"><a href="#" class="tsd-widget options no-caption" data-toggle="options">Options</a><div class="tsd-filter-group"><div class="tsd-select" id="tsd-filter-visibility"><span class="tsd-select-label">All</span><ul class="tsd-select-list"><li data-value="public">Public</li><li data-value="protected">Public/Protected</li><li data-value="private" class="selected">All</li></ul></div> <input type="checkbox" id="tsd-filter-inherited" checked/><label class="tsd-widget" for="tsd-filter-inherited">Inherited</label></div></div><a href="#" class="tsd-widget menu no-caption" data-toggle="menu">Menu</a></div></div></div></div><div class="tsd-page-title"><div class="container"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/human - v2.5.1</a></li><li><a href="Result.html">Result</a></li></ul><h1>Interface Result</h1></div></div></header><div class="container container-main"><div class="row"><div class="col-8 col-content"><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><div class="lead">
 <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 id="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#L176">src/result.ts:176</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 id="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#L178">src/result.ts:178</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 id="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#L186">src/result.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 id="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#L188">src/result.ts:188</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 id="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#L174">src/result.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 id="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#L176">src/result.ts:176</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 id="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#L180">src/result.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 id="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#L182">src/result.ts:182</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 id="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#L178">src/result.ts:178</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 id="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#L180">src/result.ts:180</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 id="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#L182">src/result.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 id="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#L184">src/result.ts:184</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 id="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">number</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#L184">src/result.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 id="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">number</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#L186">src/result.ts:186</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 id="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#L190">src/result.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 id="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#L192">src/result.ts:192</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 id="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#L188">src/result.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 id="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#L190">src/result.ts:190</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><li class=" tsd-kind-namespace"><a href="../modules/Tensor.html">Tensor</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/types/src/face/antispoof.d.ts
+++ b/types/src/face/antispoof.d.ts
@ -4,4 +4,4 @@
 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>;
+export declare function predict(image: Tensor, config: Config, idx: any, count: any): Promise<number>;
--- a/types/src/face/faceres.d.ts
+++ b/types/src/face/faceres.d.ts
@ -10,4 +10,9 @@ import type { Tensor, GraphModel } from '../tfjs/types';
 import type { Config } from '../config';
 export declare function load(config: Config): Promise<GraphModel>;
 export declare function enhance(input: any): Tensor;
-export declare function predict(image: Tensor, config: Config, idx: any, count: any): Promise<unknown>;
+export declare function predict(image: Tensor, config: Config, idx: any, count: any): Promise<{
+    age: number;
+    gender: string;
+    genderScore: number;
+    descriptor: number[];
+}>;
--- a/types/src/face/liveness.d.ts
+++ b/types/src/face/liveness.d.ts
@ -4,4 +4,4 @@
 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>;
+export declare function predict(image: Tensor, config: Config, idx: any, count: any): Promise<number>;
--- a/types/src/gear/emotion.d.ts
+++ b/types/src/gear/emotion.d.ts
@ -6,4 +6,7 @@
 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>;
+export declare function predict(image: Tensor, config: Config, idx: any, count: any): Promise<Array<{
+    score: number;
+    emotion: string;
+}>>;
--- a/types/src/gear/gear-agegenderrace.d.ts
+++ b/types/src/gear/gear-agegenderrace.d.ts
@ -1,12 +0,0 @@
-/**
- * GEAR [gender/emotion/age/race] model implementation
- *
- * Based on: [**GEAR Predictor**](https://github.com/Udolf15/GEAR-Predictor)
- *
- * Obsolete and replaced by `faceres` that performs age/gender/descriptor analysis
- * Config placeholder: agegenderrace: { enabled: true, modelPath: 'gear.json' },
- */
-import type { Config } from '../config';
-import type { GraphModel, Tensor } from '../tfjs/types';
-export declare function load(config: Config | any): Promise<GraphModel>;
-export declare function predict(image: Tensor, config: Config): Promise<unknown>;
--- a/types/src/gear/gear.d.ts
+++ b/types/src/gear/gear.d.ts
@ -0,0 +1,19 @@
+/**
+ * GEAR [gender/emotion/age/race] model implementation
+ *
+ * Based on: [**GEAR Predictor**](https://github.com/Udolf15/GEAR-Predictor)
+ */
+import type { Config } from '../config';
+import type { GraphModel, Tensor } from '../tfjs/types';
+declare type GearType = {
+    age: number;
+    gender: string;
+    genderScore: number;
+    race: Array<{
+        score: number;
+        race: string;
+    }>;
+};
+export declare function load(config: Config): Promise<GraphModel>;
+export declare function predict(image: Tensor, config: Config, idx: any, count: any): Promise<GearType>;
+export {};
--- a/types/src/gear/ssrnet-age.d.ts
+++ b/types/src/gear/ssrnet-age.d.ts
@ -0,0 +1,11 @@
+/**
+ * Age model implementation
+ *
+ * Based on: [**SSR-Net**](https://github.com/shamangary/SSR-Net)
+ */
+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<{
+    age: number;
+}>;
--- a/types/src/gear/ssrnet-gender.d.ts
+++ b/types/src/gear/ssrnet-gender.d.ts
@ -0,0 +1,12 @@
+/**
+ * Gender model implementation
+ *
+ * Based on: [**SSR-Net**](https://github.com/shamangary/SSR-Net)
+ */
+import type { Config } from '../config';
+import type { GraphModel, Tensor } from '../tfjs/types';
+export declare function load(config: Config | any): Promise<GraphModel>;
+export declare function predict(image: Tensor, config: Config, idx: any, count: any): Promise<{
+    gender: string;
+    genderScore: number;
+}>;
--- a/types/src/models.d.ts
+++ b/types/src/models.d.ts
@ -10,8 +10,8 @@ import type { Human } from './human';
 * - each model can be `null` if not loaded, instance of `GraphModel` if loaded or `Promise` if loading
 */
 export declare class Models {
-    age: null | GraphModel | Promise<GraphModel>;
-    agegenderrace: null | GraphModel | Promise<GraphModel>;
+    ssrnetage: null | GraphModel | Promise<GraphModel>;
+    gear: null | GraphModel | Promise<GraphModel>;
    blazeposedetect: null | GraphModel | Promise<GraphModel>;
    blazepose: null | GraphModel | Promise<GraphModel>;
    centernet: null | GraphModel | Promise<GraphModel>;
@ -22,7 +22,7 @@ export declare class Models {
    faceiris: null | GraphModel | Promise<GraphModel>;
    facemesh: null | GraphModel | Promise<GraphModel>;
    faceres: null | GraphModel | Promise<GraphModel>;
-    gender: null | GraphModel | Promise<GraphModel>;
+    ssrnetgender: null | GraphModel | Promise<GraphModel>;
    handpose: null | GraphModel | Promise<GraphModel>;
    handskeleton: null | GraphModel | Promise<GraphModel>;
    handtrack: null | GraphModel | Promise<GraphModel>;
--- a/types/src/result.d.ts
+++ b/types/src/result.d.ts
@ -41,6 +41,11 @@ export interface FaceResult {
        score: number;
        emotion: string;
    }>;
+    /** detected race */
+    race?: Array<{
+        score: number;
+        race: string;
+    }>;
    /** face descriptor */
    embedding?: Array<number>;
    /** face iris distance from camera */