Python Gan

Open-source Python projects categorized as Gan | Edit details

Top 23 Python Gan Projects

  • GitHub repo pytorch-CycleGAN-and-pix2pix

    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.

  • GitHub repo the-gan-zoo

    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

    Run Linux Software Faster and Safer than Linux with Unikernels.

  • GitHub repo fashion-mnist

    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

  • GitHub repo pix2pixHD

    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)

  • GitHub repo PaddleGAN

    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
  • GitHub repo ALAE

    [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

  • GitHub repo pytorch-lightning-bolts

    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

    Scout APM: A developer's best friend. Try free for 14-days. Scout APM uses tracing logic that ties bottlenecks to source code so you know the exact line of code causing performance issues and can get back to building a great product faster.

  • GitHub repo Advanced-Deep-Learning-with-Keras

    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.

  • GitHub repo HyperGAN

    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.

  • GitHub repo pytorch-pretrained-BigGAN

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

    Project mention: GAN based images | reddit.com/r/MediaSynthesis | 2021-11-13
  • GitHub repo anycost-gan

    [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
  • GitHub repo hifi-gan

    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.

  • GitHub repo ydata-synthetic

    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!

  • GitHub repo alias-free-gan-pytorch

    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

  • GitHub repo sofgan

    [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

  • GitHub repo BlendGAN

    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

  • GitHub repo EigenGAN-Tensorflow

    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

  • GitHub repo ArtGAN

    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.

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

    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

  • GitHub repo DeceiveD

    [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

  • GitHub repo sketch-to-art

    🖼 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.

  • GitHub repo CIPS

    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]

  • GitHub repo Deep-Exemplar-based-Video-Colorization

    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
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 2021-12-03.

Python Gan 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 16,336
2 the-gan-zoo 11,376
3 fashion-mnist 9,632
4 pix2pixHD 5,546
5 PaddleGAN 4,509
6 ALAE 3,164
7 pytorch-lightning-bolts 1,184
8 Advanced-Deep-Learning-with-Keras 1,145
9 HyperGAN 1,144
10 pytorch-pretrained-BigGAN 893
11 anycost-gan 622
12 hifi-gan 610
13 ydata-synthetic 522
14 alias-free-gan-pytorch 470
15 sofgan 427
16 BlendGAN 310
17 EigenGAN-Tensorflow 279
18 ArtGAN 279
19 a-PyTorch-Tutorial-to-Super-Resolution 243
20 DeceiveD 168
21 sketch-to-art 160
22 CIPS 157
23 Deep-Exemplar-based-Video-Colorization 153
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