We used a pretrained yolo to extract all the possible persons in an input image, then using MTCNN extracted the faces which will pass via a siamese facenet to match the person with the subjects present in gallery database.
To download weights
cd yolo_cnfgs
wget https://pjreddie.com/media/files/yolov3.weightsFor requirements
pip install opencv-python numpy
pip install facenet-pytorch