Awesome-GANS-and-Deepfakes

A curated list of GAN & Deepfake papers and repositories.

GANs

• Vanilla GAN (paper)
  • Implementations
    • PyTorch
      • [https://github.com/eriklindernoren/PyTorch-GAN/tree/master/implementations/gan]
      • [https://github.com/devnag/pytorch-generative-adversarial-networks]
      • [https://github.com/shivakanthsujit/GAN-PyTorch]
    • Keras
      • [https://github.com/eriklindernoren/Keras-GAN/tree/master/gan]
      • [https://github.com/osh/KerasGAN]
      • [https://github.com/jason71995/Keras-GAN-Library]
      • [https://github.com/Zackory/Keras-MNIST-GAN]
• DCGAN (paper)
  • Implementations
    • PyTorch
      • [https://github.com/znxlwm/pytorch-MNIST-CelebA-GAN-DCGAN]
      • [https://github.com/eriklindernoren/PyTorch-GAN/tree/master/implementations/dcgan]
    • Keras
      • [https://github.com/jacobgil/keras-dcgan]
      • [https://github.com/eriklindernoren/Keras-GAN/blob/master/dcgan/dcgan.py]
      • [https://github.com/mitchelljy/DCGAN-Keras]

Deepfakes

• Faceswap (paper)
  • Implementations
    • Original
      • [https://github.com/deepfakes/faceswap#overview]
    • Other versions/ wrappers
      • [https://github.com/iperov/DeepFaceLab]
      • [https://github.com/wuhuikai/FaceSwap]
      • [https://github.com/shaoanlu/faceswap-GAN]
      • [https://github.com/MarekKowalski/FaceSwap]
      • [https://github.com/joshua-wu/deepfakes_faceswap]

Deepfake Detection

• MesoNet (paper)
  • Implementations
    • PyTorch
      • [https://github.com/HongguLiu/MesoNet-Pytorch]
    • Keras
      • [https://github.com/DariusAf/MesoNet]
• FaceForensics++ (paper)
  • Implementations
    • PyTorch
      • [https://github.com/ondyari/FaceForensics]
      • [https://github.com/HongguLiu/Deepfake-Detection]

Datasets

• Google Deepfake Detection Dataset
• FaceForensics++ Dataset
• Facebook Deepfake Detection Challenge (DFDC) Dataset
• "SwapMe and Faceswap" dataset
• "Fake Faces in the Wild (FFW) dataset
• Tampered Face (TAMFA) Dataset
• Celeb-DF(v2) Celebrity Deepfake Dataset