Python Gans

Open-source Python projects categorized as Gans
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Topics: generative-adversarial-network Pytorch Gan Deep Learning image-generation
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Top 23 Python Gan 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.

  • 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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  • BigGAN-PyTorch

    The author's officially unofficial PyTorch BigGAN implementation.

    • Project mention: [D] Pre-trained weights for GANs online? | /r/MachineLearning | 2023-05-18

    The second link gives you the entire source code for training the model https://github.com/ajbrock/BigGAN-PyTorch/tree/master . Looks like BigGAN.py and BigGANdeep.py are the two files that define the architecture. Can you work with that?

  • edge-connect

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

  • 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?

  • contrastive-unpaired-translation

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

  • Anime2Sketch

    A sketch extractor for anime/illustration.

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  • gansformer

    Generative Adversarial Transformers

  • data-efficient-gans

    [NeurIPS 2020] Differentiable Augmentation for Data-Efficient GAN Training

  • descript-audio-codec

    State-of-the-art audio codec with 90x compression factor. Supports 44.1kHz, 24kHz, and 16kHz mono/stereo audio.

    • Project mention: Show HN: Sonauto – a more controllable AI music creator | news.ycombinator.com | 2024-04-10

    Hey HN,

    My cofounder (four months ago, classmate) and I trained an AI music generation model and after a month of testing we're launching 1.0 today. Ours is interesting because it's a latent diffusion model instead of a language model, which makes it more controllable: https://sonauto.ai/

    Others do music generation by training a Vector Quantized Variational Autoencoder like Descript Audio Codec (https://github.com/descriptinc/descript-audio-codec) to turn music into tokens, then training an LLM on those tokens. Instead, we ripped the tokenization part off and replaced it with a normal variational autoencoder bottleneck (along with some other important changes to enable insane compression ratios). This gave us a nice, normally distributed latent space on which to train a diffusion transformer (like Sora). Our diffusion model is also particularly interesting because it is the first audio diffusion model to generate coherent lyrics!

    We like diffusion models for music generation because they have some interesting properties that make controlling them easier (so you can make your own music instead of just taking what the machine gives you). For example, we have a rhythm control mode where you can upload your own percussion line or set a BPM. Very soon you'll also be able to generate proper variations of an uploaded or previously generated song (e.g., you could even sing into Voice Memos for a minute and upload that!). @Musicians of HN, try uploading your songs and using Rhythm Control/let us know what you think! Our goal is to enable more of you, not replace you.

    For example, we turned this drum line (https://sonauto.ai/songs/uoTKycBghUBv7wA2YfNz) into this full song (https://sonauto.ai/songs/KSK7WM1PJuz1euhq6lS7 skip to 1:05 if inpatient) or this other song I like better (https://sonauto.ai/songs/qkn3KYv0ICT9kjWTmins we accidentally compressed it with AAC instead of Opus which hurt quality, though)

    We also like diffusion models because while they're expensive to train, they're cheap to serve. We built our own efficient inference infrastructure instead of using those expensive inference as a service startups that are all the rage. That's why we're making generations on our site FREE and UNLIMITED for as long as possible.

    We'd love to answer your questions. Let us know what you think of our first model! https://sonauto.ai/

  • anycost-gan

    [CVPR 2021] Anycost GANs for Interactive Image Synthesis and Editing

  • GANSketching

    Sketch Your Own GAN: Customizing a GAN model with hand-drawn sketches.

  • Fast-SRGAN

    A Fast Deep Learning Model to Upsample Low Resolution Videos to High Resolution at 30fps

  • cartoonize

    A demo webapp to convert images and videos into cartoon!

  • Papers-in-100-Lines-of-Code

    Implementation of papers in 100 lines of code.

    • Project mention: How do I run this code from Papers in 100 lines of code? | /r/NeuralRadianceFields | 2023-09-22

    I wanted to try the some code written by Maxime Vandegar https://github.com/MaximeVandegar/Papers-in-100-Lines-of-Code/tree/main/KiloNeRF_Speeding_up_Neural_Radiance_Fields_with_Thousands_of_Tiny_MLPs

  • a-PyTorch-Tutorial-to-Super-Resolution

    Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network | a PyTorch Tutorial to Super-Resolution

  • StyleSwin

    [CVPR 2022] StyleSwin: Transformer-based GAN for High-resolution Image Generation

  • co-mod-gan

    [ICLR 2021, Spotlight] Large Scale Image Completion via Co-Modulated Generative Adversarial Networks

  • Text-to-Image-Synthesis

    Pytorch implementation of Generative Adversarial Text-to-Image Synthesis paper

  • vision-aided-gan

    Ensembling Off-the-shelf Models for GAN Training (CVPR 2022 Oral)

  • CelebV-HQ

    [ECCV 2022] CelebV-HQ: A Large-Scale Video Facial Attributes Dataset

  • EigenGAN-Tensorflow

    EigenGAN: Layer-Wise Eigen-Learning for GANs (ICCV 2021)

  • Make-A-Scene

    Pytorch implementation of Make-A-Scene: Scene-Based Text-to-Image Generation with Human Priors

  • SaaSHub

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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).

Python Gans related posts

Index

What are some of the best open-source Gan projects in Python? This list will help you:

Project Stars
1 pytorch-CycleGAN-and-pix2pix 21,952
2 Bringing-Old-Photos-Back-to-Life 14,416
3 BigGAN-PyTorch 2,803
4 edge-connect 2,474
5 SDV 2,117
6 contrastive-unpaired-translation 2,102
7 Anime2Sketch 1,888
8 gansformer 1,302
9 data-efficient-gans 1,256
10 descript-audio-codec 847
11 anycost-gan 768
12 GANSketching 709
13 Fast-SRGAN 636
14 cartoonize 600
15 Papers-in-100-Lines-of-Code 572
16 a-PyTorch-Tutorial-to-Super-Resolution 542
17 StyleSwin 462
18 co-mod-gan 431
19 Text-to-Image-Synthesis 389
20 vision-aided-gan 365
21 CelebV-HQ 341
22 EigenGAN-Tensorflow 338
23 Make-A-Scene 311

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