Top 23 Gan Open-Source Projects

• nn

  26 47,503 7.7 Jupyter Notebook

  🧑‍🏫 60 Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, sophia, ...), gans(cyclegan, stylegan2, ...), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, ... 🧠

  

• GFPGAN

  93 34,533 0.0 Python

  GFPGAN aims at developing Practical Algorithms for Real-world Face Restoration.

  

Project mention: Ask HN: What is the state of the art in AI photo enhancement? | news.ycombinator.com | 2024-01-24

• InfluxDB

  www.influxdata.com sponsored

  Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

  

• AI-For-Beginners

  8 30,927 7.1 Jupyter Notebook

  12 Weeks, 24 Lessons, AI for All!

  

Project mention: FREE AI Course By Microsoft: ZERO to HERO! 🔥 | dev.to | 2024-03-18

🔗 https://github.com/microsoft/AI-For-Beginners 🔗 https://microsoft.github.io/AI-For-Beginners/

• pytorch-CycleGAN-and-pix2pix

  10 21,952 2.8 Python

  Image-to-Image Translation in PyTorch

Project mention: List of AI-Models | /r/GPT_do_dah | 2023-05-16

Click to Learn more...

• the-gan-zoo

  2 14,007 0.0 Python

  A list of all named GANs!

• CycleGAN

  2 12,132 2.5 Lua

  Software that can generate photos from paintings, turn horses into zebras, perform style transfer, and more.

• fashion-mnist

  15 11,439 0.0 Python

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

  

Project mention: Logistic Regression for Image Classification Using OpenCV | news.ycombinator.com | 2023-12-31

In this case there's no advantage to using logistic regression on an image other than the novelty. Logistic regression is excellent for feature explainability, but you can't explain anything from an image.

Traditional classification algorithms but not deep learning such as SVMs and Random Forest perform a lot better on MNIST, up to 97% accuracy compared to the 88% from logistic regression in this post. Check the Original MNIST benchmarks here: http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/#

• WorkOS

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• pix2pix

  13 9,859 0.0 Lua

  Image-to-image translation with conditional adversarial nets

Project mention: Any work on Style transfer using Stable Diffusion based on image-mask pairs similar to Pix2Pix | /r/StableDiffusion | 2023-08-29

I have previously worked on retraining Pix2Pix GAN for image-to-image style transfer retrained with image-mask pairs. I expect Stable Diffusion to be better than Pix2Pix, but the problem sounds like something that should have been tackled already. I am familiar with text-based instructions for style transfer using SD (Instruct Pix2Pix), but retraining with image-mask pairs should provide better results. Does anyone know if anything that like exists already? Reference for Pix2Pix https://phillipi.github.io/pix2pix/

• Keras-GAN

  1 9,105 0.0 Python

  Keras implementations of Generative Adversarial Networks.

• so-vits-svc-fork

  16 8,287 9.4 Python

  so-vits-svc fork with realtime support, improved interface and more features.

  

Project mention: Zade - Çaresizim | /r/zfam | 2023-06-21

• PaddleGAN

  2 7,666 5.5 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.

  

• TensorLayer

  1 7,275 0.0 Python

  Deep Learning and Reinforcement Learning Library for Scientists and Engineers

  

• lama

  17 7,165 5.4 Jupyter Notebook

  🦙 LaMa Image Inpainting, Resolution-robust Large Mask Inpainting with Fourier Convolutions, WACV 2022

  

Project mention: Can someone please help me with inpainting settings to remove the subject from this image? I want to rebuild as much of the original background as possible. | /r/StableDiffusion | 2023-07-03

You could try to use ControlNet inpaint+lama locally, but results aren't as good in my experience. Or you could try local install of lama directly, but the setup process isn't very smooth.

• pix2pixHD

  6 6,521 0.0 Python

  Synthesizing and manipulating 2048x1024 images with conditional GANs

  

• gluon-cv

  1 5,751 1.8 Python

  Gluon CV Toolkit

  

• t81_558_deep_learning

  10 5,666 4.5 Jupyter Notebook

  T81-558: Keras - Applications of Deep Neural Networks @Washington University in St. Louis

• animegan2-pytorch

  18 4,339 0.0 Jupyter Notebook

  PyTorch implementation of AnimeGANv2

Project mention: Python Mini Projects | dev.to | 2023-05-22

rom PIL import Image import torch import IPython from IPython.display import display # upload images from google.colab import files uploaded = files.upload() # https://github.com/bryandlee/animegan2-pytorch # load models and face2paint utility function model_facev2 = torch.hub.load("bryandlee/animegan2-pytorch:main", "generator", pretrained="face_paint_512_v2") face2paint = torch.hub.load("bryandlee/animegan2-pytorch:main", "face2paint", size=512) for INPUT_IMG in ['KatLi.JPG']: img = Image.open(INPUT_IMG).convert("RGB") out_facev2 = face2paint(model_facev2, img) # display images display(img) display(out_facev2)

• SimSwap

  12 4,177 5.5 Python

  An arbitrary face-swapping framework on images and videos with one single trained model!

Project mention: How do I transfer a face from one image to another image? | /r/StableDiffusion | 2023-07-11

simswap is an earlier alternative to roop, but they have a 512x512 model. https://github.com/neuralchen/SimSwap

• photo2cartoon

  1 3,863 10.0 Python

  人像卡通化探索项目 (photo-to-cartoon translation project)

  

• ALAE

  1 3,494 0.0 Python

  [CVPR2020] Adversarial Latent Autoencoders

• faceswap-GAN

  1 3,328 0.0 Jupyter Notebook

  A denoising autoencoder + adversarial losses and attention mechanisms for face swapping.

• SinGAN

  1 3,281 0.0 Python

  Official pytorch implementation of the paper: "SinGAN: Learning a Generative Model from a Single Natural Image"

• SRGAN

  1 3,192 2.7 Python

  Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network

  

• SaaSHub

  www.saashub.com sponsored

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Gan related posts

• Ask HN: What is the state of the art in AI photo enhancement?
  2 projects | news.ycombinator.com | 24 Jan 2024
• Netflix Queen Elizabeth generated by Chat GPT
  1 project | /r/HolUp | 11 Dec 2023
• ydata-synthetic: NEW Data - star count:1083.0
  1 project | /r/algoprojects | 2 Oct 2023
• Any work on Style transfer using Stable Diffusion based on image-mask pairs similar to Pix2Pix
  1 project | /r/StableDiffusion | 29 Aug 2023
• I absolutely hate my internship
  2 projects | /r/csMajors | 13 Jul 2023
• Assessing the Quality of Synthetic Data with Data-Centric AI
  1 project | news.ycombinator.com | 13 Jul 2023
• How do I transfer a face from one image to another image?
  1 project | /r/StableDiffusion | 11 Jul 2023
• A note from our sponsor - WorkOS
  workos.com | 24 Apr 2024

  The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning. Learn more →

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