StyleGAN.pytorch VS maua-stylegan2

Compare StyleGAN.pytorch vs maua-stylegan2 and see what are their differences.

maua-stylegan2

This is the repo for my experiments with StyleGAN2. There are many like it, but this one is mine. Contains code for the paper Audio-reactive Latent Interpolations with StyleGAN. (by JCBrouwer)
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StyleGAN.pytorch maua-stylegan2
1 2
360 179
- -
10.0 0.0
over 2 years ago almost 3 years ago
Python Python
GNU General Public License v3.0 or later GNU General Public License v3.0 or later
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StyleGAN.pytorch

Posts with mentions or reviews of StyleGAN.pytorch. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2022-10-04.
  • I'm stumped with installing PyTorch.
    3 projects | /r/pytorch | 4 Oct 2022
    I've still yet to try this one: https://github.com/huangzh13/StyleGAN.pytorch but at this point it might just be worth trying the Jupiter thingie. I sort of understand what it is.

maua-stylegan2

Posts with mentions or reviews of maua-stylegan2. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2022-10-04.
  • I'm stumped with installing PyTorch.
    3 projects | /r/pytorch | 4 Oct 2022
    Originally I wanted to run https://github.com/JCBrouwer/maua-stylegan2. I was trying to run the convert_weight.py but it resulted in shape mismatch errors in torch torch.Size([1, 512, 4, 4]) vs torch.Size([1]), so I tried the version here https://github.com/rosinality/stylegan2-pytorch/blob/master/convert_weight.py and the result was the same.
  • Pretrained 1792x1024 StyleGAN2 model
    3 projects | /r/MediaSynthesis | 23 Jun 2021
    You don't even need to really do model surgery. All the convolutions will accept arbitrary dimensions. You can just use network bending padding operations to get any output size you like Vadim Epstein's repo does something slightly different which let's you even use different latents per section: https://github.com/eps696/stylegan2ada Or mine which has the simpler, single latent version https://github.com/JCBrouwer/maua-stylegan2 Or for training, then all you have to do is change the size of your constant layer Or just graft on some more upsamples Either way though, there's not too much point to training at weird rectangular resolutions. You'll get pretty much identical results by just forcefully resizing to a square and then stretching the generated versions back out to square Unless you've got a ridiculous amount of VRAM, larger models don't really make too much sense either. Especially because it'll be hard to find 10k images at such a big resolution

What are some alternatives?

When comparing StyleGAN.pytorch and maua-stylegan2 you can also consider the following projects:

pix2pixHD - Synthesizing and manipulating 2048x1024 images with conditional GANs

stylegan2ada - StyleGAN2-ada for practice

gangealing - Official PyTorch Implementation of "GAN-Supervised Dense Visual Alignment" (CVPR 2022 Oral, Best Paper Finalist)

stylegan2-pytorch - Implementation of Analyzing and Improving the Image Quality of StyleGAN (StyleGAN 2) in PyTorch

Ghost-DeblurGAN - This is a lightweight GAN developed for real-time deblurring. The model has a super tiny size and a rapid inference time. The motivation is to boost marker detection in robotic applications, however, you may use it for other applications definitely.

stylegan2-surgery - StyleGAN2 fork with scripts and convenience modifications for creative media synthesis

ElasticFace - Official repository for ElasticFace: Elastic Margin Loss for Deep Face Recognition