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Top 23 Python generative-adversarial-network Projects
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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
Add yourself a tool for generating an image of a human face. It is really simple. Just visit https://thispersondoesnotexist.com. This will generate such an image. You just have to download it and store it somewhere. Give yourself some options/parameters (i.e. location where to save the image). And write the tool in a way so that it can be integrated in coding workflow easily. For example, we just created testimonials for a website. This tool would be handy to generate a face for the testimonial giver. So I hope you get what I want.”
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PyTorch-StudioGAN
StudioGAN is a Pytorch library providing implementations of representative Generative Adversarial Networks (GANs) for conditional/unconditional image generation.
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generative_inpainting
DeepFill v1/v2 with Contextual Attention and Gated Convolution, CVPR 2018, and ICCV 2019 Oral
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edge-connect
EdgeConnect: Structure Guided Image Inpainting using Edge Prediction, ICCV 2019 https://arxiv.org/abs/1901.00212
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Can someone help me understand the licensing of this?
https://github.com/sdv-dev/SDV/blob/main/LICENSE
It was MIT licensed up until 2022 where it was changed to what it is now, where they say that it will become MIT again 4 years after release... but is that from when the license was changed or the first release of the software in GitHub?
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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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gigagan-pytorch
Implementation of GigaGAN, new SOTA GAN out of Adobe. Culmination of nearly a decade of research into GANs
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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
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Project mention: Ctgan: Generating synthetic data in Python using GANs | news.ycombinator.com | 2024-02-05
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descript-audio-codec
State-of-the-art audio codec with 90x compression factor. Supports 44.1kHz, 24kHz, and 16kHz mono/stereo audio.
For instance:
https://github.com/descriptinc/descript-audio-codec/blob/mai...
https://github.com/NVIDIA/BigVGAN/blob/main/loss.py#L23
https://arxiv.org/pdf/2210.13438 (the github repo doesn't include training, just inference)
It is INCREDIBLY common to use multi-scale spectral loss as the audio distance / objective measure in audio generation. They have some issues (i.e. they aren't always well correlated with human perception) but they are the known-current-best.
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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)
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).
Python generative-adversarial-network discussion
Python generative-adversarial-network related posts
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I tried cline 3.0.0 and here is what happend
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A Person Does Not Exist
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Cookware company includes artificial customer prompts in website
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Synthetic Data Benchmark [pdf]
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Ask HN: Voice Equivalent to "This Person Does Not Exist"?
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Wikipedia No Longer Considers CNET "Generally Reliable" Source After AI Scandal
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Ctgan: Generating synthetic data in Python using GANs
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A note from our sponsor - SaaSHub
www.saashub.com | 19 Jan 2025
Index
What are some of the best open-source generative-adversarial-network projects in Python? This list will help you:
| # | Project | Stars |
|---|---|---|
| 1 | DragGAN | 35,837 |
| 2 | pytorch-CycleGAN-and-pix2pix | 23,419 |
| 3 | Bringing-Old-Photos-Back-to-Life | 15,071 |
| 4 | the-gan-zoo | 14,391 |
| 5 | pix2pixHD | 6,703 |
| 6 | stylegan2-pytorch | 3,727 |
| 7 | ALAE | 3,509 |
| 8 | pytorch-fid | 3,497 |
| 9 | PyTorch-StudioGAN | 3,447 |
| 10 | generative_inpainting | 3,314 |
| 11 | edge-connect | 2,540 |
| 12 | SDV | 2,453 |
| 13 | contrastive-unpaired-translation | 2,243 |
| 14 | CelebAMask-HQ | 2,149 |
| 15 | Anime2Sketch | 1,961 |
| 16 | mmgeneration | 1,913 |
| 17 | gigagan-pytorch | 1,856 |
| 18 | lightweight-gan | 1,631 |
| 19 | awesome-colab-notebooks | 1,387 |
| 20 | CTGAN | 1,312 |
| 21 | data-efficient-gans | 1,292 |
| 22 | descript-audio-codec | 1,252 |
| 23 | giraffe | 1,237 |
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