|11 months ago||3 months ago|
|MIT License||MIT License|
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Anycost GANs for Interactive Image Synthesis and Editing
1 project | news.ycombinator.com | 20 Mar 2021
[D] Node Collapse with StyleGAN2 - ada
1 project | reddit.com/r/MachineLearning | 29 Apr 2021
Used this implementation (https://github.com/rosinality/stylegan2-pytorch) to better understand the code. IMO it is written way more clearly than the official implementation. You should spend a lot of time reviewing the code until you understand what each line is doing. It isn't helpful that their aren't very many comments, but you should be able to recognize different architectures and calculations from the paper. Understanding the details is key. Don't let your eyes glaze over any part of it.
What are some alternatives?
lightweight-gan - Implementation of 'lightweight' GAN, proposed in ICLR 2021, in Pytorch. High resolution image generations that can be trained within a day or two
PaddleGAN - PaddlePaddle GAN library, including lots of interesting applications like First-Order motion transfer, Wav2Lip, picture repair, image editing, photo2cartoon, image style transfer, GPEN, and so on.
pytorch-CycleGAN-and-pix2pix - Image-to-Image Translation in PyTorch
Anime-face-generation-DCGAN-webapp - A port of my Anime face generation using Pytorch into a Webapp
DeepSIM - Official PyTorch implementation of the paper: "DeepSIM: Image Shape Manipulation from a Single Augmented Training Sample" (ICCV 2021 Oral)
alias-free-gan-pytorch - Unofficial implementation of Alias-Free Generative Adversarial Networks. (https://arxiv.org/abs/2106.12423) in PyTorch
stylegan-waifu-generator - Generate your waifu with styleGAN, stylegan老婆生成器
CycleGAN - Software that can generate photos from paintings, turn horses into zebras, perform style transfer, and more.
GIMP-ML - AI for GNU Image Manipulation Program
BasicSR - Open Source Image and Video Restoration Toolbox for Super-resolution, Denoise, Deblurring, etc. Currently, it includes EDSR, RCAN, SRResNet, SRGAN, ESRGAN, EDVR, BasicVSR, SwinIR, ECBSR, etc. Also support StyleGAN2, DFDNet.