Face Anti-Spoofing 2019

⬇ click the preview image below to watch the demo vidoe on youtube ⬇

Data Preparation

python picFromVideo.py --input Video.mp4 --output faceDataDir --detector src/face_detector --prefix 20190520_

Training

version 1.0. keras + VGG

python train_keras+VGG.py --dataset faceDataDir --model models --le le.pickle --modelComplexity 43 --prep clahe --epoch 100 --side 32 --batch 256

version 2.0. tensorflow 2.0 + ResNet

python train_tf2+ResNet.py --task 20200520 --root faceDataDir --net ResNet12

Inferece

python inference.py --model trained.h5 --le le.pickle --detector src/face_detector --side 32 --prep clahe

References:

1. image processing library imutils
2. face detector CAFFE-DNN
3. anti-spoofing model arhitectures: VGG & ResNet