face-api/build/globalApi/DetectFacesTasks.js

69 lines
3.2 KiB
JavaScript

import { extendWithFaceDetection } 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';
export class DetectFacesTaskBase extends ComposableTask {
constructor(input, options = new TinyFaceDetectorOptions()) {
super();
this.input = input;
this.options = options;
}
}
export class DetectAllFacesTask extends DetectFacesTaskBase {
async run() {
const { input, options } = this;
const faceDetectionFunction = options instanceof TinyFaceDetectorOptions
? (input) => 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);
}
runAndExtendWithFaceDetections() {
return new Promise(async (res) => {
const detections = await this.run();
return res(detections.map(detection => extendWithFaceDetection({}, detection)));
});
}
withFaceLandmarks(useTinyLandmarkNet = 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 {
async run() {
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;
}
runAndExtendWithFaceDetection() {
return new Promise(async (res) => {
const detection = await this.run();
return res(detection ? extendWithFaceDetection({}, detection) : undefined);
});
}
withFaceLandmarks(useTinyLandmarkNet = 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);
}
}
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