I have tried to match official implementation as close as possible, but maybe there are some details I missed. So please use this implementation with care. This will convert images to jpeg and ...

The original implementation for the SeLoRA training was made available by Mao et al. 2024 at this repository. However, this was only used as a base and many changes were made to adapt it to the needs ...

While alternative objectives have been introduced, issues with fragile losses persist, hindering progress. Popular GAN models like StyleGAN incorporate tricks such as gradient-penalized losses and ...

在新工作中，作者剥离了 StyleGAN 的所有功能，找出那些必不可少的功能，然后从现代 ConvNets 和 transformer 中借用了架构设计，包括一系列 ResNet 设计 ...

随后，2019年，著名的StyleGAN架构诞生了。它就像是一个「补丁大师」，为了提高稳定性，使用了梯度惩罚的非饱和损失；同时又为了增加样本多样性，又不得不采用小批量标准差的技巧。 这些看似矛盾的做法，实际上反映了GAN架构本身的局限性。 更有趣的是 ...

2025 年了，GAN 能否击败扩散模型？答案是 Yes！ 本周五，AI 社区开始讨论一种全新极简主义 GAN（生成对抗网络）。 现代版 GAN 基准论文成为了周五 ...