generative-adversarial-network

Open-source projects categorized as generative-adversarial-network

Top 23 generative-adversarial-network Open-Source Projects

  • pytorch-CycleGAN-and-pix2pix

    Image-to-Image Translation in PyTorch

    Project mention: List of AI-Models | /r/GPT_do_dah | 2023-05-16

    Click to Learn more...

  • Bringing-Old-Photos-Back-to-Life

    Bringing Old Photo Back to Life (CVPR 2020 oral)

    Project mention: Old Photo Restoration Extension~ | /r/StableDiffusion | 2023-12-05

    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.

  • 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.

  • the-gan-zoo

    A list of all named GANs!

  • 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 | 2023-04-22

    CycleGAN (GitHub: https://github.com/junyanz/CycleGAN) is a deep learning-based image-to-image translation approach without paired examples, implemented in PyTorch.

  • pix2pix

    Image-to-image translation with conditional adversarial nets

    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/

  • 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 | 2023-07-03

    You 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.

  • 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.

    Project mention: More than Editing, Unlock the Magic! | /r/agi | 2023-04-27
  • 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.

  • pix2pixHD

    Synthesizing and manipulating 2048x1024 images with conditional GANs

  • gans-awesome-applications

    Curated list of awesome GAN applications and demo

  • 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
  • ALAE

    [CVPR2020] Adversarial Latent Autoencoders

  • PyTorch-StudioGAN

    StudioGAN is a Pytorch library providing implementations of representative Generative Adversarial Networks (GANs) for conditional/unconditional image generation.

  • faceswap-GAN

    A denoising autoencoder + adversarial losses and attention mechanisms for face swapping.

  • generative_inpainting

    DeepFill v1/v2 with Contextual Attention and Gated Convolution, CVPR 2018, and ICCV 2019 Oral

  • pixel2style2pixel

    Official Implementation for "Encoding in Style: a StyleGAN Encoder for Image-to-Image Translation" (CVPR 2021) presenting the pixel2style2pixel (pSp) framework

  • pytorch-fid

    Compute FID scores with PyTorch.

    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.

  • Diffusion-Models-Papers-Survey-Taxonomy

    Diffusion model papers, survey, and taxonomy

  • edge-connect

    EdgeConnect: Structure Guided Image Inpainting using Edge Prediction, ICCV 2019 https://arxiv.org/abs/1901.00212

  • contrastive-unpaired-translation

    Contrastive unpaired image-to-image translation, faster and lighter training than cyclegan (ECCV 2020, in PyTorch)

  • SDV

    Synthetic data generation for tabular data

    Project mention: Synthetic data generation for tabular data | news.ycombinator.com | 2024-02-27

    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?

  • CelebAMask-HQ

    A large-scale face dataset for face parsing, recognition, generation and editing.

  • Anime2Sketch

    A sketch extractor for anime/illustration.

  • Awesome-Text-to-Image

    (ෆ`꒳´ෆ) A Survey on Text-to-Image Generation/Synthesis.

  • SaaSHub

    SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020). The latest post mention was on 2024-02-29.

generative-adversarial-network related posts

Index

What are some of the best open-source generative-adversarial-network projects? This list will help you:

Project Stars
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
SaaSHub - Software Alternatives and Reviews
SaaSHub helps you find the best software and product alternatives
www.saashub.com