Top 23 Python Gan Projects

• pytorch-CycleGAN-and-pix2pix

  3 16,336 5.8 Python

  Image-to-Image Translation in PyTorch

  Project mention: I made a 3d topographic map based on my recent civ6 game | reddit.com/r/civ | 2021-08-03

  pix2pix algorithm is used for translating Civ6Maps to heightmaps. Synthesized terrain was rendered in blender.

• the-gan-zoo

  1 11,376 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

• Nanos

  github.com/nanovms

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• fashion-mnist

  8 9,632 3.8 Python

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

  

  Project mention: Image recognition and linear regression. | reddit.com/r/learnmachinelearning | 2021-10-27

  [1] https://github.com/zalandoresearch/fashion-mnist

• pix2pixHD

  3 5,546 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 4,509 8.8 Python

  PaddlePaddle GAN library, including lots of interesting applications like First-Order motion transfer, wav2lip, picture repair, image editing, photo2cartoon, image style transfer, 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 3,164 0.8 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

  1 1,184 8.9 Python

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

  

  Project mention: [D] How to organize deep learning projects on Github ? | reddit.com/r/MachineLearning | 2021-01-10

  Also PyTorch Lighting gives example in this repo https://github.com/PyTorchLightning/pytorch-lightning-bolts

• Scout APM

  scoutapm.com

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• Advanced-Deep-Learning-with-Keras

  1 1,145 0.5 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

  2 1,144 3.9 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

  1 893 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

• anycost-gan

  1 622 3.4 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

• hifi-gan

  2 610 0.0 Python

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

  Project mention: [2108.13320] Neural HMMs are all you need (for high-quality attention-free TTS) | reddit.com/r/speechtech | 2021-09-01

  It will be interesting to see if the artefacts you noticed persist once we've trained the model for longer and switch to a better vocoder such as HiFi-GAN. (The paper and audio examples use WaveGlow since that's the default of the repository we compared ourselves to.) That said, "choppiness" sounds to me like it might be related to the temporal evolution, in which case it's something that a non-causal, convolutional post-net might be able to smooth over.

• ydata-synthetic

  1 522 6.6 Python

  Synthetic structured data generators

  

  Project mention: [P] Open-Source Synthetic Data Generation Library | reddit.com/r/MachineLearning | 2021-10-18

  Hi r/MachineLearning community! We are the guys from YData and some time ago we have created an open-source project exclusively for synthetic data ( https://github.com/ydataai/ydata-synthetic ). Hopefully, this will be useful for you!

• alias-free-gan-pytorch

  5 470 5.3 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

  2 427 5.8 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

  1 310 4.7 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

• EigenGAN-Tensorflow

  1 279 4.3 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

• ArtGAN

  1 279 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.

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

  2 243 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

  1 168 5.1 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

• sketch-to-art

  1 160 0.6 Python

  🖼 Create artwork from your casual sketch with GAN and style transfer

  Project mention: Nvidia Canvas | news.ycombinator.com | 2021-06-24

  This reminds me of my "Sketch to Art" project made in 2018: https://github.com/mtobeiyf/sketch-to-art

  The idea is pretty much the same, except Nvidia is using a more complex model.

• CIPS

  1 157 0.5 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]

• Deep-Exemplar-based-Video-Colorization

  2 153 2.3 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

Python Gan related posts

• 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
• [D] Paper explained - WarpedGANSpace: Finding non-linear RBF paths in GAN latent space (5-minute summary)
  1 project | reddit.com/r/artificial | 11 Oct 2021
• [D] Paper explained - WarpedGANSpace: Finding non-linear RBF paths in GAN latent space (5-minute summary)
  1 project | reddit.com/r/MachineLearning | 11 Oct 2021
• Paper explained - WarpedGANSpace: Finding non-linear RBF paths in GAN latent space (5-minute summary)
  2 projects | reddit.com/r/deeplearning | 11 Oct 2021

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