ADD: Frequency Attention and Multi-View based Knowledge Distillation to Detect Low-Quality Compressed Deepfake Images
Binh M. Le & Simon S. Woo, "ADD: Frequency Attention and Multi-View based Knowledge Distillation to Detect Low-Quality Compressed Deepfake Images."
Thirty-Sixth AAAI Conference on Artificial Intelligence. 2022. Canada
Overview of our framework
Installation
- Ubuntu 18.04.5 LTS
- CUDA 10.2
- Python 3.6.10
- python packages are detailed separately in
requirements.txt
.
Datasets
- NeuralTextures [Dataset] [Paper]
- DeepFakes [Dataset] [GitHub]
- Face2Face [Dataset] [Paper]
- FaceSwap [Dataset] [GitHub]
- FaceShifter [Dataset] [Paper]
Grad-CAM
Star if you find it useful.