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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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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 | |
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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 |