lightweight-gan
gigagan-pytorch
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lightweight-gan | gigagan-pytorch | |
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10 | 4 | |
1,599 | 1,549 | |
- | - | |
3.2 | 8.8 | |
over 1 year ago | 5 months ago | |
Python | Python | |
MIT License | MIT License |
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lightweight-gan
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[D] My embarrassing trouble with inverting a GAN generator. Do GAN questions still get answered? ;-)
GAN details: I trained using the code from https://github.com/lucidrains/lightweight-gan, image size is 256, attn-res-layers is [32,64], disc_output_size is 5 and I trained with AMP.
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Imagined ML model deployment on normal machine, is it possible?
Code for training your own [original] [simple] [light]
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It begins! [Sixth World Music Comp Update]
https://github.com/lucidrains/stylegan2-pytorch is the simplest implementation I know of, and https://github.com/lucidrains/lightweight-gan is similar but designed for relatively lower performance machines.
gigagan-pytorch
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Why did Stability not copy Midjourney's RLHF process? And what's the future of Stable Diffusion?
My hope these days is that newer (not actually new but you get the point) techniques like StyleGAN and GigaGAN may give the open source generative ai community a fresh boost going forward. We'll see how well those projects can be optimized for consumer-grade hardware.
- The company behind Stable Diffusion appears to be at risk of going under
What are some alternatives?
anycost-gan - [CVPR 2021] Anycost GANs for Interactive Image Synthesis and Editing
HyperGAN - Composable GAN framework with api and user interface
stylegan2 - StyleGAN2 - Official TensorFlow Implementation
pi-GAN-pytorch - Implementation of π-GAN, for 3d-aware image synthesis, in Pytorch
ALAE - [CVPR2020] Adversarial Latent Autoencoders
stylegan2-pytorch - Simplest working implementation of Stylegan2, state of the art generative adversarial network, in Pytorch. Enabling everyone to experience disentanglement
trlx - A repo for distributed training of language models with Reinforcement Learning via Human Feedback (RLHF)
stylegan-t - [ICML'23] StyleGAN-T: Unlocking the Power of GANs for Fast Large-Scale Text-to-Image Synthesis
vaegan - An implementation of VAEGAN (variational autoencoder + generative adversarial network).
GlowIP - Code to reproduce results from "Invertible generative models for inverse problems: mitigating representation error and dataset bias"