face-api/src/globalApi/DetectFacesTasks.ts

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2020-08-18 13:54:53 +02:00
import { FaceDetection } from '../classes/FaceDetection';
import { TNetInput } from '../dom';
import { extendWithFaceDetection, WithFaceDetection } from '../factories/WithFaceDetection';
import { TinyFaceDetectorOptions } from '../tinyFaceDetector/TinyFaceDetectorOptions';
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(
protected input: TNetInput,
protected options: FaceDetectionOptions = new TinyFaceDetectorOptions()
) {
super()
}
}
export class DetectAllFacesTask extends DetectFacesTaskBase<FaceDetection[]> {
public async run(): Promise<FaceDetection[]> {
const { input, options } = this
const faceDetectionFunction = options instanceof TinyFaceDetectorOptions
? (input: TNetInput) => nets.tinyFaceDetector.locateFaces(input, options)
: null
if (!faceDetectionFunction) {
throw new Error('detectFaces - expected options to be instance of TinyFaceDetectorOptions | SsdMobilenetv1Options | MtcnnOptions | TinyYolov2Options')
}
return faceDetectionFunction(input)
}
private runAndExtendWithFaceDetections(): Promise<WithFaceDetection<{}>[]> {
return new Promise<WithFaceDetection<{}>[]>(async res => {
const detections = await this.run()
return res(detections.map(detection => extendWithFaceDetection({}, detection)))
})
}
withFaceLandmarks(useTinyLandmarkNet: boolean = false) {
return new DetectAllFaceLandmarksTask(
this.runAndExtendWithFaceDetections(),
this.input,
useTinyLandmarkNet
)
}
withFaceExpressions() {
return new PredictAllFaceExpressionsTask (
this.runAndExtendWithFaceDetections(),
this.input
)
}
withAgeAndGender() {
return new PredictAllAgeAndGenderTask(
this.runAndExtendWithFaceDetections(),
this.input
)
}
}
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];
faceDetections.forEach(faceDetection => {
if (faceDetection.score > faceDetectionWithHighestScore.score) {
faceDetectionWithHighestScore = faceDetection;
}
});
return faceDetectionWithHighestScore;
}
private runAndExtendWithFaceDetection(): Promise<WithFaceDetection<{}>> {
return new Promise<WithFaceDetection<{}>>(async res => {
const detection = await this.run()
return res(detection ? extendWithFaceDetection<{}>({}, detection) : undefined)
})
}
withFaceLandmarks(useTinyLandmarkNet: boolean = false) {
return new DetectSingleFaceLandmarksTask(
this.runAndExtendWithFaceDetection(),
this.input,
useTinyLandmarkNet
)
}
withFaceExpressions() {
return new PredictSingleFaceExpressionsTask(
this.runAndExtendWithFaceDetection(),
this.input
)
}
withAgeAndGender() {
return new PredictSingleAgeAndGenderTask(
this.runAndExtendWithFaceDetection(),
this.input
)
}
}