unerue/lightgan

⚡LightGAN: GAN with PyTorch Lightning

• GAN (2014)
• DCGAN (2015)
• WGAN
• CycleGAN (2017)
• GcGAN (2019): https://github.com/hufu6371/GcGAN
• CUT (2020)
• FastCUT (2020)
• SINCUT (2020)
• NOT (2023): https://github.com/iamalexkorotin/NeuralOptimalTransport
• SB (2023)
• Image Style Transfer using CNN (2016): https://github.com/ali-gtw/ImageStyleTransfer-CNN

Lightning hooks

• https://github.com/Lightning-AI/lightning/src/lightning/pytorch/core/hooks.py
• https://lightning.ai/docs/pytorch/latest/common/trainer.html#trainer-class-api

TODO or Check?

• loss naming

2021

• 1st: https://github.com/lyndonzheng/F-LSeSim

• NAVER: https://github.com/clovaai/tunit

• https://github.com/utkarshojha/few-shot-gan-adaptation

• https://github.com/microsoft/CoCosNet-v2

• https://github.com/fnzhan/UNITE

• https://github.com/jiupinjia/stylized-neural-painting

• https://github.com/DinoMan/DINO

Code references

• AWESOME list: https://github.com/weihaox/awesome-image-translation

• https://github.com/eriklindernoren/PyTorch-GAN

• https://github.com/nocotan/pytorch-lightning-gans

• https://github.com/TengdaHan/Image-Colorization

• https://github.com/sagiebenaim/DistanceGAN

• https://github.com/hufu6371/GcGAN

• https://github.com/jamesloyys/PyTorch-Lightning-GAN

• https://github.com/deepakhr1999/cyclegans

• https://docs.python.org/3/library/typing.html

imagedata/ a/b/c/d/ a1.jpg b/c/d/e/ b1.jpg ... c/ a.json b.json c.json

imagedata/ images/ b/ a1 c/ annotations.json images file_name: images/b/a.jpg