face-api/src/globalApi/DetectFacesTasks.ts

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/* eslint-disable max-classes-per-file */
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import { FaceDetection } from '../classes/FaceDetection';
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import { TNetInput } from '../dom/index';
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import { extendWithFaceDetection, WithFaceDetection } from '../factories/WithFaceDetection';
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import { SsdMobilenetv1Options } from '../ssdMobilenetv1/SsdMobilenetv1Options';
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import { TinyFaceDetectorOptions } from '../tinyFaceDetector/TinyFaceDetectorOptions';
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import { TinyYolov2Options } from '../tinyYolov2/index';
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import { ComposableTask } from './ComposableTask';
import { DetectAllFaceLandmarksTask, DetectSingleFaceLandmarksTask } from './DetectFaceLandmarksTasks';
import { nets } from './nets';
import { PredictAllAgeAndGenderTask, PredictSingleAgeAndGenderTask } from './PredictAgeAndGenderTask';
import { PredictAllFaceExpressionsTask, PredictSingleFaceExpressionsTask } from './PredictFaceExpressionsTask';
import { FaceDetectionOptions } from './types';
export class DetectFacesTaskBase<TReturn> extends ComposableTask<TReturn> {
constructor(
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// eslint-disable-next-line no-unused-vars
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protected input: TNetInput,
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// eslint-disable-next-line no-unused-vars
protected options: FaceDetectionOptions = new SsdMobilenetv1Options(),
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) {
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super();
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}
}
export class DetectAllFacesTask extends DetectFacesTaskBase<FaceDetection[]> {
public async run(): Promise<FaceDetection[]> {
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const { input, options } = this;
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// eslint-disable-next-line no-nested-ternary
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const faceDetectionFunction = options instanceof TinyFaceDetectorOptions
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// eslint-disable-next-line no-shadow
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? (input: TNetInput) => nets.tinyFaceDetector.locateFaces(input, options)
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: (
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// eslint-disable-next-line no-nested-ternary
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options instanceof SsdMobilenetv1Options
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// eslint-disable-next-line no-shadow
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? (input: TNetInput) => nets.ssdMobilenetv1.locateFaces(input, options)
: (
options instanceof TinyYolov2Options
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// eslint-disable-next-line no-shadow
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? (input: TNetInput) => nets.tinyYolov2.locateFaces(input, options)
: null
)
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);
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if (!faceDetectionFunction) {
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throw new Error('detectFaces - expected options to be instance of TinyFaceDetectorOptions | SsdMobilenetv1Options | MtcnnOptions | TinyYolov2Options');
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}
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return faceDetectionFunction(input);
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}
private runAndExtendWithFaceDetections(): Promise<WithFaceDetection<{}>[]> {
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// eslint-disable-next-line no-async-promise-executor
return new Promise<WithFaceDetection<{}>[]>(async (resolve) => {
const detections = await this.run();
resolve(detections.map((detection) => extendWithFaceDetection({}, detection)));
});
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}
withFaceLandmarks(useTinyLandmarkNet: boolean = false) {
return new DetectAllFaceLandmarksTask(
this.runAndExtendWithFaceDetections(),
this.input,
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useTinyLandmarkNet,
);
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}
withFaceExpressions() {
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return new PredictAllFaceExpressionsTask(
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this.runAndExtendWithFaceDetections(),
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this.input,
);
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}
withAgeAndGender() {
return new PredictAllAgeAndGenderTask(
this.runAndExtendWithFaceDetections(),
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this.input,
);
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}
}
export class DetectSingleFaceTask extends DetectFacesTaskBase<FaceDetection | undefined> {
public async run(): Promise<FaceDetection | undefined> {
const faceDetections = await new DetectAllFacesTask(this.input, this.options);
let faceDetectionWithHighestScore = faceDetections[0];
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faceDetections.forEach((faceDetection) => {
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if (faceDetection.score > faceDetectionWithHighestScore.score) {
faceDetectionWithHighestScore = faceDetection;
}
});
return faceDetectionWithHighestScore;
}
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private runAndExtendWithFaceDetection(): Promise<WithFaceDetection<{}> | undefined> {
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// eslint-disable-next-line no-async-promise-executor
return new Promise<WithFaceDetection<{}> | undefined>(async (resolve) => {
const detection = await this.run();
resolve(detection ? extendWithFaceDetection<{}>({}, detection) : undefined);
});
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}
withFaceLandmarks(useTinyLandmarkNet: boolean = false) {
return new DetectSingleFaceLandmarksTask(
this.runAndExtendWithFaceDetection(),
this.input,
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useTinyLandmarkNet,
);
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}
withFaceExpressions() {
return new PredictSingleFaceExpressionsTask(
this.runAndExtendWithFaceDetection(),
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this.input,
);
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}
withAgeAndGender() {
return new PredictSingleAgeAndGenderTask(
this.runAndExtendWithFaceDetection(),
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this.input,
);
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}
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}