Top 23 Python generative-adversarial-network Projects
Image-to-Image Translation in PyTorchProject mention: Trying to understand PatchGAN discriminator | reddit.com/r/deeplearning | 2021-12-09
Code for https://arxiv.org/abs/1611.07004 found: https://github.com/junyanz/pytorch-CycleGAN-and-pix2pix
A list of all named GANs!Project mention: gan-generated paredolia + abstract watercolor + color fuckery = | reddit.com/r/MediaSynthesis | 2021-05-15
Here's a link to similar programs: https://github.com/hindupuravinash/the-gan-zoo
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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.
Synthesizing and manipulating 2048x1024 images with conditional GANsProject mention: [P] I made FaceShop! Instance segmentation + CGAN for editing faces (badly) | reddit.com/r/MachineLearning | 2021-09-25
Pix2PixHD (from DeepSIM)
[CVPR2020] Adversarial Latent AutoencodersProject mention: [D] How do I make a model which takes a bedroom image as input give an output of different design of bedroom related to input image? | reddit.com/r/MachineLearning | 2021-03-27
source link: https://github.com/podgorskiy/ALAE
Simplest working implementation of Stylegan2, state of the art generative adversarial network, in Pytorch. Enabling everyone to experience disentanglementProject mention: Caffè Italia * 23/01/22 | reddit.com/r/italy | 2022-01-23
OpenMMLab Image and Video Editing Toolbox
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Contrastive unpaired image-to-image translation, faster and lighter training than cyclegan (ECCV 2020, in PyTorch)Project mention: [P] Can't finish my master's thesis. What to do? | reddit.com/r/MachineLearning | 2022-01-19
Here is link number 1 - Previous text "CUT"
Composable GAN framework with api and user interfaceProject mention: Machine learning software that generates images? | reddit.com/r/AskProgramming | 2021-11-15
And then there's software already prebaked that can do it, but its really taxing on a pc, its called hyperGAN.
Implementation of 'lightweight' GAN, proposed in ICLR 2021, in Pytorch. High resolution image generations that can be trained within a day or twoProject mention: It begins! [Sixth World Music Comp Update] | reddit.com/r/sixthworldmusic | 2021-08-08
https://github.com/lucidrains/stylegan2-pytorch is the simplest implementation I know of, and https://github.com/lucidrains/lightweight-gan is similar but designed for relatively lower performance machines.
[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.
🦋A PyTorch implementation of BigGAN with pretrained weights and conversion scripts.Project mention: GAN based images | reddit.com/r/MediaSynthesis | 2021-11-13
[ICCV 2019] "DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better" by Orest Kupyn, Tetiana Martyniuk, Junru Wu, Zhangyang WangProject mention: Implementing a CNN on an FPGA | reddit.com/r/FPGA | 2021-10-11
I am trying to implement an image deblurring model (DeblurGANv2) The generator takes blurred images as an input and outputs the corrected image, the discriminator helps in training the generator. The model has been trained and I have run and deblurred images on a GPU. I am completely new to the domain of Machine learning and I am trying to implement this on an FPGA. I wanted your guys help on how to do this. The .h5 files contains the weights of the NN, how do I figure out its structure and put it on my FPGA. Can you please suggest some tools that might help or github links for people who have implemented similar stuff.
[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
Conditional GAN for generating synthetic tabular data.Project mention: Weekly Entering & Transitioning Thread | 28 Mar 2021 - 04 Apr 2021 | reddit.com/r/datascience | 2021-03-29
A Fast Deep Learning Model to Upsample Low Resolution Videos to High Resolution at 30fps
The implementation of StyleGAN on PyTorch 1.0.1
3D-aware GANs based on NeRF (arXiv).Project mention: [R] AI Researchers From Huawei and Shanghai Jiao Tong University Introduce ‘CIPS-3D’: A 3D-Aware Generator of GANs | reddit.com/r/MachineLearning | 2021-10-21
Code for https://arxiv.org/abs/2110.09788 found: https://github.com/PeterouZh/CIPS-3D
Official PyTorch implementation of "BlendGAN: Implicitly GAN Blending for Arbitrary Stylized Face Generation" (NeurIPS 2021)Project mention: [R] BlendGAN: Implicitly GAN Blending for Arbitrary Stylized Face Generation | reddit.com/r/MachineLearning | 2021-11-19
Official PyTorch implementation of the paper: "DeepSIM: Image Shape Manipulation from a Single Augmented Training Sample" (ICCV 2021 Oral)Project mention: [P] I made FaceShop! Instance segmentation + CGAN for editing faces (badly) | reddit.com/r/MachineLearning | 2021-09-25
Pix2PixHD (from DeepSIM)
A PyTorch reimplementation for paper Generative Image Inpainting with Contextual Attention (https://arxiv.org/abs/1801.07892)Project mention: How to turn a generator into a classifier? | reddit.com/r/MLQuestions | 2021-11-12
I'm looking into this code: https://github.com/daa233/generative-inpainting-pytorch/blob/master/model/networks.py How can I turn the generator into a classifier?
Collection of google colaboratory notebooks for fast and easy experimentsProject mention: Text-to-Image recursive zoom | reddit.com/r/MediaSynthesis | 2021-06-25
ArtGAN: This work presents a series of new approaches to improve Generative Adversarial Network (GAN) for conditional image synthesis and we name the proposed model as “ArtGAN”. Implementations are in Caffe/Tensorflow.Project mention: I'm looking for hoards of modern digital art to train an AI to generate art | reddit.com/r/DataHoarder | 2021-03-03
This could help: https://github.com/cs-chan/ArtGAN https://archive.org/details/academictorrents_1d154cde2fab9ec8039becd03d9bb877614d351b Reach out to e.g. the National Gallery of Art providing proof of your student status (like enrollment cert and a note from your prof); they might be able to provide you with a bulk download option for their paintings. Reach out to the art department and the library of your uni - they might be able to help.
Python generative-adversarial-network related posts
Caffè Italia * 23/01/22
1 project | reddit.com/r/italy | 23 Jan 2022
Deux poids deux mesures pour les exactions envers les musulmans
1 project | reddit.com/r/france | 23 Jan 2022
AI generates the rest of Rockstar Made.
1 project | reddit.com/r/playboicarti | 23 Jan 2022
You get one level of any class irl.
1 project | reddit.com/r/dndnext | 22 Jan 2022
Észrevetted, hogy rengeteg a "külföldön élő", pár ismerősös, lopott profilképes provokátor az ellenzéki politikusok oldalain? Jámbor A., vagy MZP vagy Szabó Tímea, vagy Jakab P., vagy Karigeri, Fegyőr, stb.. oldalain?
1 project | reddit.com/r/hungary | 22 Jan 2022
Google is working on a remedy for the Pixel 6’s external DAC problems, but don’t hold your breath
1 project | reddit.com/r/GooglePixel | 22 Jan 2022
Zeichnen oder beschreiben?
1 project | reddit.com/r/DSA_RPG | 22 Jan 2022
What are some of the best open-source generative-adversarial-network projects in Python? This list will help you:
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