haidas618 / deepfake_detection

detect deepfake images(AI换脸检测), Pytorch

Deepfake Detection

Description

Use deep models to detect fake images.

We trained an EfficientNet model to detect deepfake images. Check out this repo to know more about deepfake images.

• Real image:

• Fake image:

Installation

pip install -r requirements.txt

• Pytroch

Usage

• test images using trained model

You need download the pretrained model from BaiduYun:

download link: https://pan.baidu.com/s/16NIV5BVUITKwolQzPbj9Zw password:r3i8

And put the model(model_half.pth.tar) under ./models. Then you can run python script as below:

python test_images.py ./test_images/0.png ./test_images/1.jpeg

• train on your own dataset

The training code is to be released.

Cite

Please cite our code if you use this code or our models in your own work:

@misc{deepfake_detection,
  title={Deepfake Detection},
  author={Huang, Shiyu and others},
  howpublished={\url{https://github.com/huangshiyu13/deepfake_detection}},
  year={2020}
}

Author

Shiyu Huang ([email protected])

If you want to train or test your dataset using this code, please feel free to contact me.

Acknowledgement

This code is based on https://github.com/rwightman/pytorch-image-models