4astra/tiny_facial_recognition

A tiny code to learn about facial recognition. This same code has a reference from PyImagesSeach, Github, etc..

Terminal run by steps:

Step 1

python3 extract_embeddings.py --dataset dataset \
	--embeddings output/embeddings.pickle \
	--detector face_detection_model \
	--embedding-model openface_nn4.small2.v1.t7

Step 2

python3 train_model.py --embeddings output/embeddings.pickle \
  	--recognizer output/recognizer.pickle \
  	--le output/le.pickle

Step 3 - Image and Video of recognition

python3 recognize.py --detector face_detection_model \
  	--embedding-model openface_nn4.small2.v1.t7 \
  	--recognizer output/recognizer.pickle \
  	--le output/le.pickle \
  	--image images/vu.jpg

python3 recognize_video.py --detector face_detection_model \
	--embedding-model openface_nn4.small2.v1.t7 \
	--recognizer output/recognizer.pickle \
	--le output/le.pickle

Reference docs & actices:

https://www.pyimagesearch.com/2018/09/24/opencv-face-recognition/

https://github.com/Ravi-Singh88/Face-Recognition-OpenCV-Facenet/blob/master/extract_embeddings.py

https://github.com/bhavyanth7777/RealTimeFacialRecognition_AI_Project