Top 23 Python generative-adversarial-network 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

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• Bringing-Old-Photos-Back-to-Life

  3 9,845 6.6 Python

  Bringing Old Photo Back to Life (CVPR 2020 oral)

  

  Project mention: Photo restoration options? | reddit.com/r/selfhosted | 2021-10-17

  https://github.com/microsoft/Bringing-Old-Photos-Back-to-Life Didn't use it yet but in my to do list.

• 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)

• 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

• stylegan2-pytorch

  1,126 2,713 5.3 Python

  Simplest working implementation of Stylegan2, state of the art generative adversarial network, in Pytorch. Enabling everyone to experience disentanglement

  Project mention: Caffè Italia * 23/01/22 | reddit.com/r/italy | 2022-01-23

• mmediting

  0 2,685 9.4 Python

  OpenMMLab Image and Video Editing Toolbox

  

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• contrastive-unpaired-translation

  4 1,315 3.8 Python

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

  Project mention: [P] Can't finish my master's thesis. What to do? | reddit.com/r/MachineLearning | 2022-01-19

  Here is link number 1 - Previous text "CUT"

• 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.

• lightweight-gan

  5 1,052 5.1 Python

  Implementation of 'lightweight' GAN, proposed in ICLR 2021, in Pytorch. High resolution image generations that can be trained within a day or two

  Project mention: It begins! [Sixth World Music Comp Update] | reddit.com/r/sixthworldmusic | 2021-08-08

  https://github.com/lucidrains/stylegan2-pytorch is the simplest implementation I know of, and https://github.com/lucidrains/lightweight-gan is similar but designed for relatively lower performance machines.

• data-efficient-gans

  7 977 3.1 Python

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

  

  Project mention: What StyleGan model to use for a custom dataset of small size? | reddit.com/r/learnmachinelearning | 2021-09-21

  I would like to make a tiny project with GANs using some high quality pictures of a single individual. I am planning to get around 500 of these and then x-flip them, however I am not sure what model I should consider for the training. I have used StyleGan2 ADA for another project which ended quite well, but I had around 14k pictures, here now the training size is much smaller and I was therefore thinking about using DiffAugment which has seemingly promising results with just 100 images.

• 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

• DeblurGANv2

  1 705 3.7 Python

  [ICCV 2019] "DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better" by Orest Kupyn, Tetiana Martyniuk, Junru Wu, Zhangyang Wang

  

  Project mention: Implementing a CNN on an FPGA | reddit.com/r/FPGA | 2021-10-11

  I am trying to implement an image deblurring model (DeblurGANv2) The generator takes blurred images as an input and outputs the corrected image, the discriminator helps in training the generator. The model has been trained and I have run and deblurred images on a GPU. I am completely new to the domain of Machine learning and I am trying to implement this on an FPGA. I wanted your guys help on how to do this. The .h5 files contains the weights of the NN, how do I figure out its structure and put it on my FPGA. Can you please suggest some tools that might help or github links for people who have implemented similar stuff.

• 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

• CTGAN

  1 535 7.3 Python

  Conditional GAN for generating synthetic tabular data.

  

  Project mention: Weekly Entering & Transitioning Thread | 28 Mar 2021 - 04 Apr 2021 | reddit.com/r/datascience | 2021-03-29

• Fast-SRGAN

  0 484 1.6 Python

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

• StyleGAN_PyTorch

  0 441 0.7 Python

  The implementation of StyleGAN on PyTorch 1.0.1

• CIPS-3D

  2 439 7.9 Python

  3D-aware GANs based on NeRF (arXiv).

  Project mention: [R] AI Researchers From Huawei and Shanghai Jiao Tong University Introduce ‘CIPS-3D’: A 3D-Aware Generator of GANs | reddit.com/r/MachineLearning | 2021-10-21

  Code for https://arxiv.org/abs/2110.09788 found: https://github.com/PeterouZh/CIPS-3D

• 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

• DeepSIM

  3 331 6.0 Python

  Official PyTorch implementation of the paper: "DeepSIM: Image Shape Manipulation from a Single Augmented Training Sample" (ICCV 2021 Oral)

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

  Pix2PixHD (from DeepSIM)

• generative-inpainting-pytorch

  1 331 0.2 Python

  A PyTorch reimplementation for paper Generative Image Inpainting with Contextual Attention (https://arxiv.org/abs/1801.07892)

  Project mention: How to turn a generator into a classifier? | reddit.com/r/MLQuestions | 2021-11-12

  I'm looking into this code: https://github.com/daa233/generative-inpainting-pytorch/blob/master/model/networks.py How can I turn the generator into a classifier?

• awesome-colab-notebooks

  2 301 4.8 Python

  Collection of google colaboratory notebooks for fast and easy experiments

  Project mention: Text-to-Image recursive zoom | reddit.com/r/MediaSynthesis | 2021-06-25

• 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.

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