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Top 23 Python generative-adversarial-network Projects
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pix2pix (https://github.com/junyanz/pytorch-CycleGAN-and-pix2pix) - This is a PyTorch implementation of the pix2pix algorithm for image-to-image translation. Given a set of images, the model can learn to generate a new image from a different domain that is similar to the input image.
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InfluxDB
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Project mention: Do any GAN's exist to restore photos with reduced colors (not grayscale coloring)? | reddit.com/r/opensource | 2022-07-18
Why a GAN specifically? There's Bringing Old Photos Back to Life for example, but it uses VAEs, not a GAN.
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Project mention: How do I run more than 200 epochs in training a Pix2PixHD model? | reddit.com/r/MLQuestions | 2022-08-11
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Project mention: MMEditing v1.0.0rc4 has been released （including Disco-Diffusion） | news.ycombinator.com | 2022-12-18
Join us to make it better! Try at https://github.com/open-mmlab/mmediting/tree/1.x
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stylegan2-pytorch
Simplest working implementation of Stylegan2, state of the art generative adversarial network, in Pytorch. Enabling everyone to experience disentanglement
Project mention: These are not real people. These are all images created by AI | reddit.com/r/Damnthatsinteresting | 2023-01-28 -
Sonar
Write Clean Python Code. Always.. Sonar helps you commit clean code every time. With over 225 unique rules to find Python bugs, code smells & vulnerabilities, Sonar finds the issues while you focus on the work.
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PyTorch-StudioGAN
StudioGAN is a Pytorch library providing implementations of representative Generative Adversarial Networks (GANs) for conditional/unconditional image generation.
Project mention: [P] Implementations of 30 representative GANs and Comprehensive Benchmark for GAN, AR, and Diffusion Models (link in comments). | reddit.com/r/MachineLearning | 2022-07-10Github Link: https://github.com/POSTECH-CVLab/PyTorch-StudioGAN
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generative_inpainting
DeepFill v1/v2 with Contextual Attention and Gated Convolution, CVPR 2018, and ICCV 2019 Oral
Project mention: after instantiating a graph, data or node needs to pass before it loads the parameters? | reddit.com/r/tensorflow | 2022-05-13 -
edge-connect
EdgeConnect: Structure Guided Image Inpainting using Edge Prediction, ICCV 2019 https://arxiv.org/abs/1901.00212
Project mention: Huge out-painting in 1 step without erased colors or pre-selecting images | reddit.com/r/StableDiffusion | 2022-09-11It inspired me to search for other ways to fill the white space in outpainting. I found Edge Connect and hacked it in as well. Some basic output can be seen here:
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https://github.com/mseitzer/pytorch-fid for example this here. The code is quite clean and clear
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contrastive-unpaired-translation
Contrastive unpaired image-to-image translation, faster and lighter training than cyclegan (ECCV 2020, in PyTorch)
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There was no code to train before, but I wrote it myself and the source of this code is as follows github : https://github.com/switchablenorms/CelebAMask-HQ
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lightweight-gan
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: [D] My embarrassing trouble with inverting a GAN generator. Do GAN questions still get answered? ;-) | reddit.com/r/MachineLearning | 2022-11-18GAN details: I trained using the code from https://github.com/lucidrains/lightweight-gan, image size is 256, attn-res-layers is [32,64], disc_output_size is 5 and I trained with AMP.
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Project mention: MMDeploy: Deploy All the Algorithms of OpenMMLab | reddit.com/r/u_Allent_pjlab | 2022-11-21
MMGeneration: OpenMMLab image and video generative models toolbox.
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giraffe
This repository contains the code for the CVPR 2021 paper "GIRAFFE: Representing Scenes as Compositional Generative Neural Feature Fields" (by autonomousvision)
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Project mention: [D] Has anyone tried GAN "tricks" on VAEs? | reddit.com/r/MachineLearning | 2022-08-05
Code for https://arxiv.org/abs/2006.10738 found: https://github.com/mit-han-lab/data-efficient-gans
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Here's a paper about adding the ability to guide outputs with text a full year before Stable Diffusion was published.
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pytorch-pretrained-BigGAN
🦋A PyTorch implementation of BigGAN with pretrained weights and conversion scripts.
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hyperstyle
Official Implementation for "HyperStyle: StyleGAN Inversion with HyperNetworks for Real Image Editing" (CVPR 2022) https://arxiv.org/abs/2111.15666
Hypernetworks and training the VAE for SD are already publicly available.
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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 2023-01-28.
Python generative-adversarial-network related posts
- These are not real people. These are all images created by AI
- AI generated images and video will make crypto a necessity
- AI Tool/Software to find pics online of people that look like me
- Using AI generated pic to prey on others sympathy
- I tried to get them to cut my hair like Kairi's
- Bypass Facial Recognition
- Persoanele ăstea nu există. Puteți găsi greșeli ale inteligenței artificiale?
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www.saashub.com | 28 Jan 2023
Index
What are some of the best open-source generative-adversarial-network projects in Python? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | pytorch-CycleGAN-and-pix2pix | 19,080 |
| 2 | the-gan-zoo | 12,918 |
| 3 | Bringing-Old-Photos-Back-to-Life | 11,370 |
| 4 | pix2pixHD | 6,024 |
| 5 | mmediting | 3,967 |
| 6 | ALAE | 3,376 |
| 7 | stylegan2-pytorch | 3,371 |
| 8 | PyTorch-StudioGAN | 3,059 |
| 9 | generative_inpainting | 2,932 |
| 10 | edge-connect | 2,335 |
| 11 | pytorch-fid | 2,129 |
| 12 | contrastive-unpaired-translation | 1,764 |
| 13 | CelebAMask-HQ | 1,718 |
| 14 | Anime2Sketch | 1,633 |
| 15 | lightweight-gan | 1,471 |
| 16 | mmgeneration | 1,300 |
| 17 | SDV | 1,250 |
| 18 | HyperGAN | 1,170 |
| 19 | giraffe | 1,151 |
| 20 | data-efficient-gans | 1,135 |
| 21 | StyleGAN-nada | 1,003 |
| 22 | pytorch-pretrained-BigGAN | 958 |
| 23 | hyperstyle | 887 |
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