This repository contains the code of the HiFE model, which aims to solve the highly compressed deepfake content.
The file "HiFE.py" is the model code of the paper "DeepFake Detection Based on High-Frequency Enhancement Network for Highly Compressed Content", Please cite us if you are interested in it.
The Backbone Xception's pretrained model is 'xception-43020ad28.pth'. When you use it, please change your path in the file 'xception.py'.
Paper link: https://doi.org/10.1016/j.eswa.2024.123732
@article{gao2024deepfake, title={DeepFake detection based on high-frequency enhancement network for highly compressed content},
author={Gao, Jie and Xia, Zhaoqiang and Marcialis, Gian Luca and Dang, Chen and Dai, Jing and Feng, Xiaoyi},
journal={Expert Systems with Applications},
pages={123732},
year={2024},
publisher={Elsevier} }