Top 15 Python Gan Projects
Image-to-Image Translation in PyTorchProject 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.
Bringing Old Photo Back to Life (CVPR 2020 oral)Project mention: Photo restoration options? | reddit.com/r/selfhosted | 2021-10-17
https://github.com/microsoft/Bringing-Old-Photos-Back-to-Life Didn't use it yet but in my to do list.
Run Linux Software Faster and Safer than Linux with Unikernels.
The author's officially unofficial PyTorch BigGAN implementation.Project mention: [D] Using activity regularization instead of batch norm. | reddit.com/r/MachineLearning | 2021-04-03
Tangentially, theoretically you can't use BN in the discriminator for WGAN-GP anyway (assuming that you're using the Gulrajani work) because it breaks the sample independence assumptions of the GP. If you have a relatively structured dataset (eg all faces, all cars, all giraffes, etc.) and no class conditioning, look into StyleGAN2-ADA for the best results. If you have a dataset with a lot of variation and a lot of classes try using the BigGAN repo.
Contrastive unpaired image-to-image translation, faster and lighter training than cyclegan (ECCV 2020, in PyTorch)Project mention: [D] What's the successor to pix2pixHD | reddit.com/r/MachineLearning | 2021-01-26
Generative Adversarial TransformersProject mention: [D] GANs + Transformer = SOTA compositional generator? Compositional Transformers for Scene Generation explained (5-minute summary by Casual GAN Papers) | reddit.com/r/MachineLearning | 2021-11-24
Code for https://arxiv.org/abs/2111.08960 found: https://github.com/dorarad/gansformer
[NeurIPS 2020] Differentiable Augmentation for Data-Efficient GAN TrainingProject mention: What StyleGan model to use for a custom dataset of small size? | reddit.com/r/learnmachinelearning | 2021-09-21
I would like to make a tiny project with GANs using some high quality pictures of a single individual. I am planning to get around 500 of these and then x-flip them, however I am not sure what model I should consider for the training. I have used StyleGan2 ADA for another project which ended quite well, but I had around 14k pictures, here now the training size is much smaller and I was therefore thinking about using DiffAugment which has seemingly promising results with just 100 images.
[CVPR 2021] Anycost GANs for Interactive Image Synthesis and EditingProject mention: Anycost GANs for Interactive Image Synthesis and Editing | news.ycombinator.com | 2021-03-20
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.
A Fast Deep Learning Model to Upsample Low Resolution Videos to High Resolution at 30fps
A demo webapp to convert images and videos into cartoon!Project mention: A online cartoonizer/vectorizer tool | reddit.com/r/InternetIsBeautiful | 2021-05-06
this is the git repo: https://github.com/experience-ml/cartoonize
Pytorch implementation of Generative Adversarial Text-to-Image Synthesis paperProject mention: Text to Image generation using path file | reddit.com/r/pytorch | 2021-05-31
I trained a text to image generation model based on https://github.com/aelnouby/Text-to-Image-Synthesis. Now I have 2 path files (one for generator , another for discriminator) . How to generate images using this path files?
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
[ICLR 2021, Spotlight] Large Scale Image Completion via Co-Modulated Generative Adversarial NetworksProject mention: Paper explained - Large Scale Image Completion via Co-Modulated Generative Adversarial Networks | reddit.com/r/computervision | 2021-05-27
[Full Explanation Post] [Arxiv] [Code]
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network | a PyTorch Tutorial to Super-ResolutionProject 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
Generating Anime Images by Implementing Deep Convolutional Generative Adversarial Networks paperProject mention: Generating Anime Images using PyTorch implementation of DCGAN | reddit.com/r/deeplearning | 2021-06-05
A port of my Anime face generation using Pytorch into a WebappProject mention: [PROJECT] I Made an Awesome DCGAN Model, That generates pixel perfect images of Animes! | reddit.com/r/MachineLearning | 2021-05-08
Webapp Source code: https://github.com/janaSunrise/Anime-face-generation-DCGAN-webapp
Python Gans related posts
[D] GANs + Transformer = SOTA compositional generator? Compositional Transformers for Scene Generation explained (5-minute summary by Casual GAN Papers)
2 projects | reddit.com/r/MachineLearning | 24 Nov 2021
What StyleGan model to use for a custom dataset of small size?
1 project | reddit.com/r/learnmachinelearning | 21 Sep 2021
This Bot Crime Did Not Occur
2 projects | reddit.com/r/MediaSynthesis | 9 Jul 2021
Generating Anime Images using PyTorch implementation of DCGAN
1 project | reddit.com/r/deeplearning | 5 Jun 2021
Text to Image generation using path file
1 project | reddit.com/r/pytorch | 31 May 2021
Paper explained - Large Scale Image Completion via Co-Modulated Generative Adversarial Networks
1 project | reddit.com/r/computervision | 27 May 2021
Detroit, Michigan (1921) - 1080p Colorized and AI Enhanced [00:07:34]
1 project | reddit.com/r/Documentaries | 7 May 2021
What are some of the best open-source Gan projects in Python? This list will help you:
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