Top 23 Python Gan Projects

• pytorch-CycleGAN-and-pix2pix

  2 16,699 6.0 Python

  Image-to-Image Translation in PyTorch

  Project mention: Trying to understand PatchGAN discriminator | reddit.com/r/deeplearning | 2021-12-09

  Code for https://arxiv.org/abs/1611.07004 found: https://github.com/junyanz/pytorch-CycleGAN-and-pix2pix

• the-gan-zoo

  1 11,616 0.0 Python

  A list of all named GANs!

  Project mention: gan-generated paredolia + abstract watercolor + color fuckery = | reddit.com/r/MediaSynthesis | 2021-05-15

  Here's a link to similar programs: https://github.com/hindupuravinash/the-gan-zoo

• OPS

  github.com/nanovms

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• fashion-mnist

  8 9,734 3.0 Python

  A MNIST-like fashion product database. Benchmark :point_down:

  

  Project mention: How to produce data visualizations like this? | reddit.com/r/computervision | 2022-01-05

• pix2pixHD

  3 5,597 0.0 Python

  Synthesizing and manipulating 2048x1024 images with conditional GANs

  

  Project mention: [P] I made FaceShop! Instance segmentation + CGAN for editing faces (badly) | reddit.com/r/MachineLearning | 2021-09-25

  Pix2PixHD (from DeepSIM)

• PaddleGAN

  2 5,287 9.1 Python

  PaddlePaddle GAN library, including lots of interesting applications like First-Order motion transfer, Wav2Lip, picture repair, image editing, photo2cartoon, image style transfer, GPEN, and so on.

  

  Project mention: Make AI paint any photo - Paint Transformer: Feed Forward Neural Painting with Stroke Prediction by Songhua Liu et al. explained in 5 minutes | reddit.com/r/artificial | 2021-08-25

• ALAE

  1 3,201 0.0 Python

  [CVPR2020] Adversarial Latent Autoencoders

  Project mention: [D] How do I make a model which takes a bedroom image as input give an output of different design of bedroom related to input image? | reddit.com/r/MachineLearning | 2021-03-27

  source link: https://github.com/podgorskiy/ALAE

• pytorch-lightning-bolts

  0 1,217 8.6 Python

  Toolbox of models, callbacks, and datasets for AI/ML researchers.

  

• SonarLint

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• Advanced-Deep-Learning-with-Keras

  1 1,193 1.8 Python

  Advanced Deep Learning with Keras, published by Packt

  

  Project mention: Cannot understand how REINFORCE model is trained | reddit.com/r/reinforcementlearning | 2021-03-04

  I have understood the concept of REINFORCE algorithm and what policy gradient is. However, when I see the code published by PacktPublishing, I was stuck with it.

• HyperGAN

  1 1,157 0.4 Python

  Composable GAN framework with api and user interface

  

  Project mention: Machine learning software that generates images? | reddit.com/r/AskProgramming | 2021-11-15

  And then there's software already prebaked that can do it, but its really taxing on a pc, its called hyperGAN.

• pytorch-pretrained-BigGAN

  1 902 0.0 Python

  🦋A PyTorch implementation of BigGAN with pretrained weights and conversion scripts.

  

  Project mention: GAN based images | reddit.com/r/MediaSynthesis | 2021-11-13

• PaddleViT

  2 740 9.8 Python

  :robot: PaddleViT: State-of-the-art Visual Transformer and MLP Models for PaddlePaddle 2.0+

  Project mention: Researchers From China Propose A Pale-Shaped Self-Attention (PS-Attention) And A General Vision Transformer Backbone, Called Pale Transformer | reddit.com/r/artificial | 2022-01-09

  Code for https://arxiv.org/abs/2112.14000 found: https://github.com/BR-IDL/PaddleViT

• hifi-gan

  3 664 0.0 Python

  HiFi-GAN: Generative Adversarial Networks for Efficient and High Fidelity Speech Synthesis

  Project mention: HiFi-GAN: Generative Adversarial Networks for Efficient and Hi-Fi Speech Synth | news.ycombinator.com | 2021-12-28

• anycost-gan

  1 637 3.0 Python

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

  

  Project mention: Anycost GANs for Interactive Image Synthesis and Editing | news.ycombinator.com | 2021-03-20

• ydata-synthetic

  2 564 6.8 Python

  Synthetic structured data generators

  

  Project mention: Synthetic time series data generation | reddit.com/r/pytorch | 2021-12-16

  Ydata synthetic is a library that includes a TimeGan to generate time series data. https://github.com/ydataai/ydata-synthetic

• alias-free-gan-pytorch

  5 482 5.1 Python

  Unofficial implementation of Alias-Free Generative Adversarial Networks. (https://arxiv.org/abs/2106.12423) in PyTorch

  Project mention: When is the alias-free GAN code going to be released? | reddit.com/r/nvidia | 2021-09-30

  And do you necessarily need the original NVidia implementation? It will be under a limited NVidia Source Code Licence anyway. Alias-free GAN has been already implemented by Rosinality https://github.com/rosinality/alias-free-gan-pytorch (MIT license) and is maintained and extended by duskvirkus https://github.com/duskvirkus/alias-free-gan

• sofgan

  2 456 5.4 Python

  [TOG 2021] SofGAN: A Portrait Image Generator with Dynamic Styling

  Project mention: AI Researchers From ShanghaiTech and UC San Diego Introduce SofGAN: A Portrait Image Generator with Dynamic Styling (Paper and Codes included) | reddit.com/r/artificial | 2021-09-04

  Code for https://arxiv.org/abs/2007.03780 found: https://github.com/apchenstu/sofgan

• BlendGAN

  1 374 5.7 Python

  Official PyTorch implementation of "BlendGAN: Implicitly GAN Blending for Arbitrary Stylized Face Generation" (NeurIPS 2021)

  Project mention: [R] BlendGAN: Implicitly GAN Blending for Arbitrary Stylized Face Generation | reddit.com/r/MachineLearning | 2021-11-19

  github: https://github.com/onion-liu/BlendGAN

• ArtGAN

  1 294 0.0 Python

  ArtGAN: This work presents a series of new approaches to improve Generative Adversarial Network (GAN) for conditional image synthesis and we name the proposed model as “ArtGAN”. Implementations are in Caffe/Tensorflow.

  Project mention: I'm looking for hoards of modern digital art to train an AI to generate art | reddit.com/r/DataHoarder | 2021-03-03

  This could help: https://github.com/cs-chan/ArtGAN https://archive.org/details/academictorrents_1d154cde2fab9ec8039becd03d9bb877614d351b Reach out to e.g. the National Gallery of Art providing proof of your student status (like enrollment cert and a note from your prof); they might be able to provide you with a bulk download option for their paintings. Reach out to the art department and the library of your uni - they might be able to help.

• EigenGAN-Tensorflow

  1 291 4.0 Python

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

  Project mention: [R] EigenGAN: Layer-Wise Eigen-Learning for GANs | reddit.com/r/MachineLearning | 2021-04-26

  Code: https://github.com/LynnHo/EigenGAN-Tensorflow

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

  2 254 0.0 Python

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

  Project mention: What subjects in Python do you need to know to tackle Artificial Intelligence? | reddit.com/r/ArtificialInteligence | 2021-04-13

  Image upscaling might be a good goal to work towards first, and there are probably lots of good tutorials on it. You can follow a tutorial and Google anything from the tutorial that you don't understand. Here's one I found that looks helpful at first glance, and it includes working code: https://github.com/sgrvinod/a-PyTorch-Tutorial-to-Super-Resolution

• DeceiveD

  1 201 4.9 Python

  [NeurIPS 2021] Deceive D: Adaptive Pseudo Augmentation for GAN Training with Limited Data

  Project mention: [R] Deceive D: Adaptive Pseudo Augmentation for GAN Training with Limited Data | reddit.com/r/MachineLearning | 2021-12-03

  github: https://github.com/endlesssora/deceived

• Deep-Exemplar-based-Video-Colorization

  2 168 2.6 Python

  The source code of CVPR 2019 paper "Deep Exemplar-based Video Colorization".

  Project mention: 1929 video from Shanghai, upscaled to 4K color using AI | reddit.com/r/videos | 2021-10-07

• CIPS

  1 168 0.2 Python

  Official repository for the paper "Image Generators with Conditionally-Independent Pixel Synthesis" (CVPR2021, Oral) (by saic-mdal)

  

  Project mention: Image Generators with Conditionally-Independent Pixel Synthesis (CIPS) by Anokhin et al. | reddit.com/r/artificial | 2021-06-14

  [Full Explanation Post] [Arxiv] [Project page]

Python Gan related posts

• HiFi-GAN: Generative Adversarial Networks for Efficient and Hi-Fi Speech Synth
  1 project | news.ycombinator.com | 28 Dec 2021
• Synthetic time series data generation
  2 projects | reddit.com/r/pytorch | 16 Dec 2021
• Trying to understand PatchGAN discriminator
  1 project | reddit.com/r/deeplearning | 9 Dec 2021
• Machine learning software that generates images?
  1 project | reddit.com/r/AskProgramming | 15 Nov 2021
• [P] Open-Source Synthetic Data Generation Library
  1 project | reddit.com/r/MachineLearning | 18 Oct 2021
• Paper explained - WarpedGANSpace: Finding non-linear RBF paths in GAN latent space (5-minute summary)
  1 project | reddit.com/r/computervision | 12 Oct 2021
• Paper explained - WarpedGANSpace: Finding non-linear RBF paths in GAN latent space (5-minute summary)
  1 project | reddit.com/r/DeepLearningPapers | 12 Oct 2021

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