face-recognition-main.zip

# OpenCV based face recognition project. **Step 1:** Detect faces. **Step 2:** Compute 128-d face embeddings to quantify a face. **Step 3:** Train a Support Vector Machine (SVM) on top of the embeddings. **Step 4:** Recognize faces in images and video streams. ## Terminal execution commands Generate image training set: ``` python ...\face_recognition\build-face-dataset\build_face_dataset.py --cascade ...\face_recognition\build-face-dataset\haarcascade_frontalface_default.xml --output ...\face_recognition\opencv-face-recognition\dataset\... ``` Compute 128-d face embeddings to quantify a face： ``` python ...\face_recognition\opencv-face-recognition\extract_embeddings.py --dataset ...\face_recognition\opencv-face-recognition\dataset --embeddings ...\face_recognition\opencv-face-recognition\output\embeddings.pickle --detector ...\face_recognition\opencv-face-recognition\face_detection_model --embedding-model ...\face_recognition\opencv-face-recognition\openface_nn4.small2.v1.t7 ``` Train a Support Vector Machine (SVM) on top of the embeddings： ``` python ...\face_recognition\opencv-face-recognition\train_model.py --embeddings ...\face_recognition\opencv-face-recognition\output\embeddings.pickle --recognizer ...\face_recognition\opencv-face-recognition\output\recognizer.pickle --le ...\face_recognition\opencv-face-recognition\output\le.pickle ``` Recognize faces in images: ``` python ...\face_recognition\opencv-face-recognition\recognize.py --detector ...\face_recognition\opencv-face-recognition\face_detection_model --embedding-model ...\face_recognition\opencv-face-recognition\openface_nn4.small2.v1.t7 --recognizer ...\face_recognition\opencv-face-recognition\output\recognizer.pickle --le ...\face_recognition\opencv-face-recognition\output\le.pickle --image ...\face_recognition\opencv-face-recognition\images\... ``` Recognize faces in video streams： ``` python ...\face_recognition\opencv-face-recognition\recognize_video.py --detector ...\face_recognition\opencv-face-recognition\face_detection_model --embedding-model ...\face_recognition\opencv-face-recognition\openface_nn4.small2.v1.t7 --recognizer ...\face_recognition\opencv-face-recognition\output\recognizer.pickle --le ...\face_recognition\opencv-face-recognition\output\le.pickle ```