GAN-pytorch

Personal Pytorch Implementations of Generative Adversarial Networks

Implementations

• DCGAN
  • Noise adding tricks (adding constant Gaussian noise, annealing Gaussian noise)

References

1. Goodfellow, Ian J., et al. "Generative adversarial networks." arXiv preprint arXiv:1406.2661 (2014).
2. Radford, Alec, Luke Metz, and Soumith Chintala. "Unsupervised representation learning with deep convolutional generative adversarial networks." arXiv preprint arXiv:1511.06434 (2015).
3. Jenni, Simon, and Paolo Favaro. "On stabilizing generative adversarial training with noise." Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition. 2019.