From 65029aa3274327d79f59b72e127c5e586f35057c Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Luka=20Dul=C4=8Di=C4=87?= Date: Thu, 22 Aug 2019 15:51:55 +0200 Subject: [PATCH] Making face recognition system independent of dataset. Major refactoring. Former-commit-id: ebeed61cd21d2d65e950711ad2cfe1b6cdb7760d --- __init__.py | 2 +- arsfutura_face_recognition/__init__.py | 1 - .../aligner/__init__.py | 10 --- arsfutura_face_recognition/aligner/factory.py | 5 -- arsfutura_face_recognition/aligner/mtcnn.py | 15 ----- arsfutura_face_recognition/dataset.py | 9 --- arsfutura_face_recognition/face_recogniser.py | 59 ------------------ .../facenet/__init__.py | 10 --- arsfutura_face_recognition/facenet/facenet.py | 15 ----- arsfutura_face_recognition/facenet/factory.py | 5 -- arsfutura_face_recognition/train.py | 41 ------------ bin/exif_orientation_normalize.py | 49 --------------- face_recognition.py | 7 ++- face_recognition/__init__.py | 2 + face_recognition/face_features_extractor.py | 27 ++++++++ face_recognition/face_recogniser.py | 41 ++++++++++++ .../preprocessing.py | 0 models/model.pkl | Bin 102627 -> 0 bytes real_time_face_detection.py | 12 +++- training/__init__.py | 0 training/train.py | 40 ++++++++++++ util/__init__.py | 0 {bin => util}/align-mtcnn.py | 2 +- .../collect_face_images.py | 0 {bin => util}/generate_embeddings.py | 0 .../visualize_data.py | 0 26 files changed, 126 insertions(+), 226 deletions(-) delete mode 100644 arsfutura_face_recognition/__init__.py delete mode 100644 arsfutura_face_recognition/aligner/__init__.py delete mode 100644 arsfutura_face_recognition/aligner/factory.py delete mode 100644 arsfutura_face_recognition/aligner/mtcnn.py delete mode 100644 arsfutura_face_recognition/dataset.py delete mode 100644 arsfutura_face_recognition/face_recogniser.py delete mode 100644 arsfutura_face_recognition/facenet/__init__.py delete mode 100644 arsfutura_face_recognition/facenet/facenet.py delete mode 100644 arsfutura_face_recognition/facenet/factory.py delete mode 100644 arsfutura_face_recognition/train.py delete mode 100755 bin/exif_orientation_normalize.py create mode 100644 face_recognition/__init__.py create mode 100644 face_recognition/face_features_extractor.py create mode 100644 face_recognition/face_recogniser.py rename {arsfutura_face_recognition => face_recognition}/preprocessing.py (100%) delete mode 100644 models/model.pkl create mode 100644 training/__init__.py create mode 100644 training/train.py create mode 100644 util/__init__.py rename {bin => util}/align-mtcnn.py (96%) rename {arsfutura_face_recognition => util}/collect_face_images.py (100%) rename {bin => util}/generate_embeddings.py (100%) rename {arsfutura_face_recognition => util}/visualize_data.py (100%) diff --git a/__init__.py b/__init__.py index c616768..6dbded8 100644 --- a/__init__.py +++ b/__init__.py @@ -1,4 +1,4 @@ -from .arsfutura_face_recognition import face_recogniser_factory +from .face_recognition import face_recogniser_factory face_recognizer = face_recogniser_factory(include_predictions=True) diff --git a/arsfutura_face_recognition/__init__.py b/arsfutura_face_recognition/__init__.py deleted file mode 100644 index af0ebc9..0000000 --- a/arsfutura_face_recognition/__init__.py +++ /dev/null @@ -1 +0,0 @@ -from .face_recogniser import face_recogniser_factory diff --git a/arsfutura_face_recognition/aligner/__init__.py b/arsfutura_face_recognition/aligner/__init__.py deleted file mode 100644 index 50ce507..0000000 --- a/arsfutura_face_recognition/aligner/__init__.py +++ /dev/null @@ -1,10 +0,0 @@ -from abc import ABC, abstractmethod - - -class Aligner(ABC): - @abstractmethod - def align(self, img): - pass - - def __call__(self, *args, **kwargs): - return self.align(*args, **kwargs) diff --git a/arsfutura_face_recognition/aligner/factory.py b/arsfutura_face_recognition/aligner/factory.py deleted file mode 100644 index d684557..0000000 --- a/arsfutura_face_recognition/aligner/factory.py +++ /dev/null @@ -1,5 +0,0 @@ -from .mtcnn import MTCNNAligner - - -def aligner_factory(): - return MTCNNAligner() diff --git a/arsfutura_face_recognition/aligner/mtcnn.py b/arsfutura_face_recognition/aligner/mtcnn.py deleted file mode 100644 index afdae1e..0000000 --- a/arsfutura_face_recognition/aligner/mtcnn.py +++ /dev/null @@ -1,15 +0,0 @@ -from facenet_pytorch import MTCNN -from . import Aligner -from torchvision import transforms -from .. import preprocessing - - -class MTCNNAligner(Aligner): - def __init__(self): - self.mtcnn = MTCNN(keep_all=True) - self.preprocess = transforms.Compose([ - preprocessing.ExifOrientationNormalize() - ]) - - def align(self, img): - return self.mtcnn.detect(self.preprocess(img)) diff --git a/arsfutura_face_recognition/dataset.py b/arsfutura_face_recognition/dataset.py deleted file mode 100644 index 1381b18..0000000 --- a/arsfutura_face_recognition/dataset.py +++ /dev/null @@ -1,9 +0,0 @@ -import numpy as np - - -def load_data(): - return np.loadtxt('../embeddings.txt'), np.loadtxt('../labels.txt', dtype=np.str) - - -if __name__ == '__main__': - print(load_data()) diff --git a/arsfutura_face_recognition/face_recogniser.py b/arsfutura_face_recognition/face_recogniser.py deleted file mode 100644 index 20212fc..0000000 --- a/arsfutura_face_recognition/face_recogniser.py +++ /dev/null @@ -1,59 +0,0 @@ -import torch -import pickle -import os -from .aligner.factory import aligner_factory -from .facenet.factory import facenet_factory -from facenet_pytorch.models.utils.detect_face import extract_face -from collections import namedtuple - -Prediction = namedtuple('Prediction', 'id name confidence') -Face = namedtuple('Face', 'top_prediction bb all_predictions') -BoundingBox = namedtuple('BoundingBox', 'left top right bottom') - - -def face_recogniser_factory(include_predictions=False): - return FaceRecogniser( - aligner=aligner_factory(), - facenet=facenet_factory(), - include_predictions=include_predictions - ) - - -def top_prediction(le, probs): - top_label = probs.argmax() - return Prediction(id=top_label, name=le.classes_[top_label], confidence=probs[top_label]) - - -def to_predictions(le, probs): - return [Prediction(id=i, name=le.classes_[i], confidence=prob) for i, prob in enumerate(probs)] - - -class FaceRecogniser: - def __init__(self, aligner, facenet, include_predictions): - self.aligner = aligner - self.facenet = facenet - self.le, self.classifier = pickle.load( - open(os.path.join(os.path.dirname(__file__), '../models/model.pkl'), 'rb')) - self.include_predictions = include_predictions - - def recognise_faces(self, img): - bbs, _ = self.aligner(img) - if bbs is None: - # if no face is detected - return [] - - faces = torch.stack([extract_face(img, bb) for bb in bbs]) - embeddings = self.facenet(faces).detach().numpy() - predictions = self.classifier.predict_proba(embeddings) - - return [ - Face( - top_prediction=top_prediction(self.le, probs), - bb=BoundingBox(left=bb[0], top=bb[1], right=bb[2], bottom=bb[3]), - all_predictions=None if not self.include_predictions else to_predictions(self.le, probs) - ) - for bb, probs in zip(bbs, predictions) - ] - - def __call__(self, *args, **kwargs): - return self.recognise_faces(*args, **kwargs) diff --git a/arsfutura_face_recognition/facenet/__init__.py b/arsfutura_face_recognition/facenet/__init__.py deleted file mode 100644 index c6ec59c..0000000 --- a/arsfutura_face_recognition/facenet/__init__.py +++ /dev/null @@ -1,10 +0,0 @@ -from abc import ABC, abstractmethod - - -class FaceNet(ABC): - @abstractmethod - def forward(self, img): - pass - - def __call__(self, *args, **kwargs): - return self.forward(*args, **kwargs) diff --git a/arsfutura_face_recognition/facenet/facenet.py b/arsfutura_face_recognition/facenet/facenet.py deleted file mode 100644 index 74df882..0000000 --- a/arsfutura_face_recognition/facenet/facenet.py +++ /dev/null @@ -1,15 +0,0 @@ -from . import FaceNet -from facenet_pytorch import InceptionResnetV1 -from torchvision import transforms -from .. import preprocessing - - -class FaceNetImpl(FaceNet): - def __init__(self): - self.facenet = InceptionResnetV1(pretrained='vggface2').eval() - self.preprocess = transforms.Compose([ - preprocessing.Whitening() - ]) - - def forward(self, img): - return self.facenet(self.preprocess(img)) diff --git a/arsfutura_face_recognition/facenet/factory.py b/arsfutura_face_recognition/facenet/factory.py deleted file mode 100644 index 7def7b5..0000000 --- a/arsfutura_face_recognition/facenet/factory.py +++ /dev/null @@ -1,5 +0,0 @@ -from .facenet import FaceNetImpl - - -def facenet_factory(): - return FaceNetImpl() diff --git a/arsfutura_face_recognition/train.py b/arsfutura_face_recognition/train.py deleted file mode 100644 index 756e8bb..0000000 --- a/arsfutura_face_recognition/train.py +++ /dev/null @@ -1,41 +0,0 @@ -import pickle -from sklearn.model_selection import GridSearchCV -from sklearn.svm import SVC -from sklearn.linear_model import LogisticRegression -from sklearn.preprocessing import LabelEncoder -from sklearn.metrics import classification_report -from dataset import load_data -from sklearn.ensemble import RandomForestClassifier - -CLASSIFIERS = { - 'svm': ( - SVC(decision_function_shape='ovr'), - [ - {'C': [0.001, 0.1, 1, 10, 100, 1000], 'kernel': ['linear']}, - {'C': [0.001, 0.1, 1, 10, 100, 1000], 'gamma': [100, 50, 10, 1, 0.01, 0.001, 0.0001], 'kernel': ['rbf']} - ] - ), - 'logreg': ( - LogisticRegression(max_iter=10000, solver='lbfgs', multi_class='multinomial'), - {'C': [0.001, 0.1, 1, 10, 100, 1000]} - ) -} - - -def main(): - X, y = load_data() - le = LabelEncoder() - le.fit(y) - - classifier = CLASSIFIERS['logreg'] - - clf = GridSearchCV(classifier[0], classifier[1], cv=5, verbose=1) - clf.fit(X, le.transform(y)) - - print(clf.best_params_) - print(classification_report(le.transform(y), clf.predict(X), target_names=le.classes_)) - pickle.dump((le, clf), open('../models/model.pkl', 'wb')) - - -if __name__ == '__main__': - main() diff --git a/bin/exif_orientation_normalize.py b/bin/exif_orientation_normalize.py deleted file mode 100755 index 67d0b9a..0000000 --- a/bin/exif_orientation_normalize.py +++ /dev/null @@ -1,49 +0,0 @@ -#!/usr/bin/env python - -import argparse -from torchvision.datasets import ImageFolder -from PIL import Image - -# EXIF orientation info http://sylvana.net/jpegcrop/exif_orientation.html - -exif_orientation_tag = 0x0112 -exif_transpose_sequences = [ # Val 0th row 0th col - [], # 0 (reserved) - [], # 1 top left - [Image.FLIP_LEFT_RIGHT], # 2 top right - [Image.ROTATE_180], # 3 bottom right - [Image.FLIP_TOP_BOTTOM], # 4 bottom left - [Image.FLIP_LEFT_RIGHT, Image.ROTATE_90], # 5 left top - [Image.ROTATE_270], # 6 right top - [Image.FLIP_TOP_BOTTOM, Image.ROTATE_90], # 7 right bottom - [Image.ROTATE_90], # 8 left bottom -] - - -def parse_args(): - parser = argparse.ArgumentParser( - description="Script for normalizing images orientation based on exif orientation tag. " - "This script will search for exif orientation tag in image, if it exists script will change image " - "orientation to 1 (top, left side). These changes will be saved to image and exif info will be " - "erased from image. If image doesn't have exif info, this script will leave it unchanged") - parser.add_argument('--images-path', required=True, help='Path to folder with images.') - return parser.parse_args() - - -def main(): - args = parse_args() - images = ImageFolder(args.images_path) - - for img_path, y in images.imgs: - img = Image.open(img_path).convert('RGB') - if 'parsed_exif' in img.info: - orientation = img.info['parsed_exif'][exif_orientation_tag] - transposes = exif_transpose_sequences[orientation] - for trans in transposes: - img = img.transpose(trans) - print('Processing {} with orientation {}'.format(img_path, orientation)) - img.save(img_path) - - -if __name__ == '__main__': - main() diff --git a/face_recognition.py b/face_recognition.py index b15b4c9..d4d615d 100755 --- a/face_recognition.py +++ b/face_recognition.py @@ -1,6 +1,6 @@ #!/usr/bin/env python -from arsfutura_face_recognition import face_recogniser_factory +import joblib import argparse import cv2 import numpy as np @@ -11,6 +11,7 @@ def parse_args(args=None): parser = argparse.ArgumentParser( 'Script for recognising faces on picture. Output of this script is json with list of people on picture and ' 'base64 encoded picture which has bounding boxes of people.') + parser.add_argument('-m', '--model-path', required=True, help='Path to face recogniser model.') parser.add_argument('--image-path', required=True, help='Path to image file.') return parser.parse_args(args) @@ -25,8 +26,8 @@ def draw_bb_on_img(faces, img): def _recognise_faces(args): - img = Image.open(args.image_path) - faces = face_recogniser_factory(include_predictions=True)(img) + img = Image.open(args.image_path).convert('RGB') + faces = joblib.load(args.model_path)(img) img_cv = cv2.cvtColor(np.array(img), cv2.COLOR_RGB2BGR) draw_bb_on_img(faces, img_cv) return faces, img_cv diff --git a/face_recognition/__init__.py b/face_recognition/__init__.py new file mode 100644 index 0000000..5448a42 --- /dev/null +++ b/face_recognition/__init__.py @@ -0,0 +1,2 @@ +from .face_recogniser import FaceRecogniser +from .face_features_extractor import FaceFeaturesExtractor diff --git a/face_recognition/face_features_extractor.py b/face_recognition/face_features_extractor.py new file mode 100644 index 0000000..29ceee9 --- /dev/null +++ b/face_recognition/face_features_extractor.py @@ -0,0 +1,27 @@ +import torch +from facenet_pytorch import MTCNN, InceptionResnetV1 +from torchvision import transforms +from . import preprocessing +from facenet_pytorch.models.utils.detect_face import extract_face + + +class FaceFeaturesExtractor: + def __init__(self): + self.aligner_preprocess = transforms.Compose([preprocessing.ExifOrientationNormalize()]) + self.aligner = MTCNN(prewhiten=False, keep_all=True) + self.facenet_preprocess = transforms.Compose([preprocessing.Whitening()]) + self.facenet = InceptionResnetV1(pretrained='vggface2').eval() + + def extract_features(self, img): + bbs, _ = self.aligner.detect(self.aligner_preprocess(img)) + if bbs is None: + # if no face is detected + return None, None + + faces = torch.stack([extract_face(img, bb) for bb in bbs]) + embeddings = self.facenet(faces).detach().numpy() + + return bbs, embeddings + + def __call__(self, img): + return self.extract_features(img) diff --git a/face_recognition/face_recogniser.py b/face_recognition/face_recogniser.py new file mode 100644 index 0000000..0100b4f --- /dev/null +++ b/face_recognition/face_recogniser.py @@ -0,0 +1,41 @@ +from collections import namedtuple + +Prediction = namedtuple('Prediction', 'id name confidence') +Face = namedtuple('Face', 'top_prediction bb all_predictions') +BoundingBox = namedtuple('BoundingBox', 'left top right bottom') + + +def top_prediction(idx_to_class, probs): + top_label = probs.argmax() + return Prediction(id=top_label, name=idx_to_class[top_label], confidence=probs[top_label]) + + +def to_predictions(idx_to_class, probs): + return [Prediction(id=i, name=idx_to_class[i], confidence=prob) for i, prob in enumerate(probs)] + + +class FaceRecogniser: + def __init__(self, feature_extractor, classifier, idx_to_class): + self.feature_extractor = feature_extractor + self.classifier = classifier + self.idx_to_class = idx_to_class + + def recognise_faces(self, img): + bbs, embeddings = self.feature_extractor(img) + if bbs is None: + # if no faces are detected + return [] + + predictions = self.classifier.predict_proba(embeddings) + + return [ + Face( + top_prediction=top_prediction(self.idx_to_class, probs), + bb=BoundingBox(left=bb[0], top=bb[1], right=bb[2], bottom=bb[3]), + all_predictions=to_predictions(self.idx_to_class, probs) + ) + for bb, probs in zip(bbs, predictions) + ] + + def __call__(self, img): + return self.recognise_faces(img) diff --git a/arsfutura_face_recognition/preprocessing.py b/face_recognition/preprocessing.py similarity index 100% rename from arsfutura_face_recognition/preprocessing.py rename to face_recognition/preprocessing.py diff --git a/models/model.pkl b/models/model.pkl deleted file mode 100644 index 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