Deepfake detection based on EfficientNet network and its added attention mechanism

Usage

• to train the model

python efficientnet_train.py

• to test the model

python efficientnet_test.py

• to generate some metics of the model

python efficientnet_eval.py

Dataset

FaceForensicspp
|--manipulated_sequences
	|-Deepfakes
		|-c0
		   |-test
		   |-train
		   |-validation
		|-c23
		|-c40
	|-Face2Face
	|-FaceSwap
|--original_sequences
	|-YouTube
		|-c0
		   |-test
		   |-train
		   |-validation
		|-c23

Experiment

Reference

1. https://github.com/polimi-ispl/icpr2020dfdc
2. https://github.com/HongguLiu/Deepfake-Detection
3. https://github.com/JStehouwer/FFD_CVPR2020