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Merge pull request #24244 from alexlyulkov:al/update-dnn-js-face-recognition-sample
Replaced torch7 by onnx model in js_face_recognition dnn sample #24244 Changed face recognition model in js_face_recognition dnn sample: replaced torch7 model from https://github.com/pyannote/pyannote-data by ONNX model from https://github.com/opencv/opencv_zoo/tree/main/models/face_recognition_sface
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@ -40,7 +40,7 @@ function detectFaces(img) {
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//! [Get 128 floating points feature vector]
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function face2vec(face) {
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var blob = cv.blobFromImage(face, 1.0 / 255, {width: 96, height: 96}, [0, 0, 0, 0], true, false)
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var blob = cv.blobFromImage(face, 1.0, {width: 112, height: 112}, [0, 0, 0, 0], true, false)
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netRecogn.setInput(blob);
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var vec = netRecogn.forward();
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blob.delete();
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@ -71,15 +71,15 @@ function loadModels(callback) {
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var utils = new Utils('');
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var proto = 'https://raw.githubusercontent.com/opencv/opencv/4.x/samples/dnn/face_detector/deploy_lowres.prototxt';
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var weights = 'https://raw.githubusercontent.com/opencv/opencv_3rdparty/dnn_samples_face_detector_20180205_fp16/res10_300x300_ssd_iter_140000_fp16.caffemodel';
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var recognModel = 'https://raw.githubusercontent.com/pyannote/pyannote-data/master/openface.nn4.small2.v1.t7';
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var recognModel = 'https://media.githubusercontent.com/media/opencv/opencv_zoo/main/models/face_recognition_sface/face_recognition_sface_2021dec.onnx';
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utils.createFileFromUrl('face_detector.prototxt', proto, () => {
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document.getElementById('status').innerHTML = 'Downloading face_detector.caffemodel';
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utils.createFileFromUrl('face_detector.caffemodel', weights, () => {
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document.getElementById('status').innerHTML = 'Downloading OpenFace model';
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utils.createFileFromUrl('face_recognition.t7', recognModel, () => {
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utils.createFileFromUrl('face_recognition_sface_2021dec.onnx', recognModel, () => {
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document.getElementById('status').innerHTML = '';
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netDet = cv.readNetFromCaffe('face_detector.prototxt', 'face_detector.caffemodel');
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netRecogn = cv.readNetFromTorch('face_recognition.t7');
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netRecogn = cv.readNet('face_recognition_sface_2021dec.onnx');
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callback();
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});
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});
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@ -121,8 +121,8 @@ function main() {
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persons[name] = face2vec(face).clone();
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var canvas = document.createElement("canvas");
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canvas.setAttribute("width", 96);
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canvas.setAttribute("height", 96);
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canvas.setAttribute("width", 112);
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canvas.setAttribute("height", 112);
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var cell = document.getElementById("targetImgs").insertCell(0);
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cell.appendChild(canvas);
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