ALAE
denoising-diffusion-pytorch
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ALAE | denoising-diffusion-pytorch | |
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1 | 11 | |
3,492 | 6,927 | |
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0.0 | 8.6 | |
about 3 years ago | 4 days ago | |
Python | Python | |
- | MIT License |
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denoising-diffusion-pytorch
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Implementation of Google's MusicLM in PyTorch
Generally it's without weights, but MusicLM is also a WIP more mature implementations have descriptions on how to train them and follow ups on small scale/crowd-sourced experiments & research[1].
[1]: https://github.com/lucidrains/denoising-diffusion-pytorch
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[D] Resources to learn and fully understand Diffusion Model Codes
Lucidrains GitHub is always my go to repo for understandable paper implementations https://github.com/lucidrains/denoising-diffusion-pytorch
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We just release a complete open-source solution for accelerating Stable Diffusion pretraining and fine-tuning!
Our codebase for the diffusion models builds heavily on OpenAI's ADM codebase , lucidrains, Stable Diffusion, Lightning and Hugging Face. Thanks for open-sourcing!
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[D] Introduction to Diffusion Models
Once you understand these papers you can begin to understand Palette, and from there I would start with an open-source diffusion implementation like this one and then modify it to suit your needs!
What are some alternatives?
jukebox - Code for the paper "Jukebox: A Generative Model for Music"
simsiam-cifar10 - Code to train the SimSiam model on cifar10 using PyTorch
dnn_from_scratch - A high level deep learning library for Convolutional Neural Networks,GANs and more, made from scratch(numpy/cupy implementation).
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
generative-inpainting-pytorch - A PyTorch reimplementation for paper Generative Image Inpainting with Contextual Attention (https://arxiv.org/abs/1801.07892)
checkface - Putting a face to a hash
stylegan3-editing - Official Implementation of "Third Time's the Charm? Image and Video Editing with StyleGAN3" (AIM ECCVW 2022) https://arxiv.org/abs/2201.13433
torch-metrics - Metrics for model evaluation in pytorch
stargan-v2 - StarGAN v2 - Official PyTorch Implementation (CVPR 2020)
autoregressive - :kiwi_fruit: Autoregressive Models in PyTorch.
aitg - plug and play many transformers models for http api or command line!
StyleFlow - StyleFlow: Attribute-conditioned Exploration of StyleGAN-generated Images using Conditional Continuous Normalizing Flows (ACM TOG 2021)