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Top 23 generative-adversarial-network Open-Source Projects
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This is an Extension that integrates Bringing Old Photos Back to Life, an old photo restoration algorithm, into the Automatic1111 Webui, as suggested by this post. User can process a photo, then send it to img2img or Inpaint for further refinement.
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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
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CycleGAN
Software that can generate photos from paintings, turn horses into zebras, perform style transfer, and more.
Project mention: good computer vision or deep learning projects in github | /r/deeplearning | 2023-04-22CycleGAN (GitHub: https://github.com/junyanz/CycleGAN) is a deep learning-based image-to-image translation approach without paired examples, implemented in PyTorch.
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Project mention: Any work on Style transfer using Stable Diffusion based on image-mask pairs similar to Pix2Pix | /r/StableDiffusion | 2023-08-29
I have previously worked on retraining Pix2Pix GAN for image-to-image style transfer retrained with image-mask pairs. I expect Stable Diffusion to be better than Pix2Pix, but the problem sounds like something that should have been tackled already. I am familiar with text-based instructions for style transfer using SD (Instruct Pix2Pix), but retraining with image-mask pairs should provide better results. Does anyone know if anything that like exists already? Reference for Pix2Pix https://phillipi.github.io/pix2pix/
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lama
🦙 LaMa Image Inpainting, Resolution-robust Large Mask Inpainting with Fourier Convolutions, WACV 2022
Project mention: Can someone please help me with inpainting settings to remove the subject from this image? I want to rebuild as much of the original background as possible. | /r/StableDiffusion | 2023-07-03You could try to use ControlNet inpaint+lama locally, but results aren't as good in my experience. Or you could try local install of lama directly, but the setup process isn't very smooth.
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mmagic
OpenMMLab Multimodal Advanced, Generative, and Intelligent Creation Toolbox. Unlock the magic 🪄: Generative-AI (AIGC), easy-to-use APIs, awsome model zoo, diffusion models, for text-to-image generation, image/video restoration/enhancement, etc.
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WorkOS
The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
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stylegan2-pytorch
Simplest working implementation of Stylegan2, state of the art generative adversarial network, in Pytorch. Enabling everyone to experience disentanglement
Project mention: Wikipedia No Longer Considers CNET "Generally Reliable" Source After AI Scandal | news.ycombinator.com | 2024-02-29 -
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PyTorch-StudioGAN
StudioGAN is a Pytorch library providing implementations of representative Generative Adversarial Networks (GANs) for conditional/unconditional image generation.
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faceswap-GAN
A denoising autoencoder + adversarial losses and attention mechanisms for face swapping.
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generative_inpainting
DeepFill v1/v2 with Contextual Attention and Gated Convolution, CVPR 2018, and ICCV 2019 Oral
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pixel2style2pixel
Official Implementation for "Encoding in Style: a StyleGAN Encoder for Image-to-Image Translation" (CVPR 2021) presenting the pixel2style2pixel (pSp) framework
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Project mention: [D] A better way to compute the Fréchet Inception Distance (FID) | /r/MachineLearning | 2023-04-10
The Fréchet Inception Distance (FID) is a widespread metric to assess the quality of the distribution of a image generative model (GAN, Stable Diffusion, etc.). The metric is not trivial to implement as one needs to compute the trace of the square root of a matrix. In all PyTorch repositories I have seen that implement the FID (https://github.com/mseitzer/pytorch-fid, https://github.com/GaParmar/clean-fid, https://github.com/toshas/torch-fidelity, ...), the authors rely on SciPy's sqrtm to compute the square root of the matrix, which is unstable and slow.
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edge-connect
EdgeConnect: Structure Guided Image Inpainting using Edge Prediction, ICCV 2019 https://arxiv.org/abs/1901.00212
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contrastive-unpaired-translation
Contrastive unpaired image-to-image translation, faster and lighter training than cyclegan (ECCV 2020, in PyTorch)
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Can someone help me understand the licensing of this?
https://github.com/sdv-dev/SDV/blob/main/LICENSE
It was MIT licensed up until 2022 where it was changed to what it is now, where they say that it will become MIT again 4 years after release... but is that from when the license was changed or the first release of the software in GitHub?
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SaaSHub
SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
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A note from our sponsor - WorkOS
workos.com | 28 Mar 2024
Index
What are some of the best open-source generative-adversarial-network projects? This list will help you:
Project | Stars | |
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1 | pytorch-CycleGAN-and-pix2pix | 21,743 |
2 | Bringing-Old-Photos-Back-to-Life | 14,355 |
3 | the-gan-zoo | 13,937 |
4 | CycleGAN | 12,085 |
5 | pix2pix | 9,859 |
6 | lama | 7,046 |
7 | mmagic | 6,500 |
8 | pix2pixHD | 6,498 |
9 | gans-awesome-applications | 4,834 |
10 | stylegan2-pytorch | 3,613 |
11 | ALAE | 3,492 |
12 | PyTorch-StudioGAN | 3,365 |
13 | faceswap-GAN | 3,310 |
14 | generative_inpainting | 3,110 |
15 | pixel2style2pixel | 3,065 |
16 | pytorch-fid | 2,976 |
17 | Diffusion-Models-Papers-Survey-Taxonomy | 2,591 |
18 | edge-connect | 2,458 |
19 | contrastive-unpaired-translation | 2,081 |
20 | SDV | 2,080 |
21 | CelebAMask-HQ | 1,956 |
22 | Anime2Sketch | 1,879 |
23 | Awesome-Text-to-Image | 1,815 |