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Top 23 Python generative-adversarial-network Projects
Image-to-Image Translation in PyTorchProject mention: I'm looking for an AI Art generator from images | reddit.com/r/github | 2023-01-03
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.
A list of all named GANs!
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Bringing Old Photo Back to Life (CVPR 2020 oral)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.
Synthesizing and manipulating 2048x1024 images with conditional GANsProject mention: How do I run more than 200 epochs in training a Pix2PixHD model? | reddit.com/r/MLQuestions | 2022-08-11
OpenMMLab Image and Video Restoration, Editing and Generation Toolbox
[CVPR2020] Adversarial Latent Autoencoders
Simplest working implementation of Stylegan2, state of the art generative adversarial network, in Pytorch. Enabling everyone to experience disentanglementProject mention: These are not real people. These are all images created by AI | reddit.com/r/Damnthatsinteresting | 2023-01-28
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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 | 2022-07-10
Github Link: https://github.com/POSTECH-CVLab/PyTorch-StudioGAN
DeepFill v1/v2 with Contextual Attention and Gated Convolution, CVPR 2018, and ICCV 2019 OralProject mention: after instantiating a graph, data or node needs to pass before it loads the parameters? | reddit.com/r/tensorflow | 2022-05-13
EdgeConnect: Structure Guided Image Inpainting using Edge Prediction, ICCV 2019 https://arxiv.org/abs/1901.00212Project mention: Huge out-painting in 1 step without erased colors or pre-selecting images | reddit.com/r/StableDiffusion | 2022-09-11
It 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:
Compute FID scores with PyTorch.Project mention: [P] Frechet Inception Distance | reddit.com/r/MachineLearning | 2022-06-25
https://github.com/mseitzer/pytorch-fid for example this here. The code is quite clean and clear
Contrastive unpaired image-to-image translation, faster and lighter training than cyclegan (ECCV 2020, in PyTorch)Project mention: Help me with my GANS project | reddit.com/r/learnmachinelearning | 2022-06-13
A large-scale face dataset for face parsing, recognition, generation and editing.Project mention: Updated code for MaskGAN. | reddit.com/r/deeplearning | 2022-11-12
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
A sketch extractor for anime/illustration.
Implementation of 'lightweight' GAN, proposed in ICLR 2021, in Pytorch. High resolution image generations that can be trained within a day or twoProject mention: [D] My embarrassing trouble with inverting a GAN generator. Do GAN questions still get answered? ;-) | reddit.com/r/MachineLearning | 2022-11-18
GAN 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.
MMGeneration is a powerful toolkit for generative models, based on PyTorch and MMCV.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.
Synthetic Data Generation for tabular, relational and time series data.Project mention: SDV: NEW Data - star count:1196.0 | reddit.com/r/algoprojects | 2022-12-31
Composable GAN framework with api and user interface
This repository contains the code for the CVPR 2021 paper "GIRAFFE: Representing Scenes as Compositional Generative Neural Feature Fields" (by autonomousvision)
[NeurIPS 2020] Differentiable Augmentation for Data-Efficient GAN TrainingProject 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
Project mention: Artists Tomorrow | reddit.com/r/StableDiffusion | 2022-11-19
Here's a paper about adding the ability to guide outputs with text a full year before Stable Diffusion was published.
🦋A PyTorch implementation of BigGAN with pretrained weights and conversion scripts.
Official Implementation for "HyperStyle: StyleGAN Inversion with HyperNetworks for Real Image Editing" (CVPR 2022) https://arxiv.org/abs/2111.15666Project mention: Recent announcement from Emad | reddit.com/r/StableDiffusion | 2022-10-08
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
7 projects | reddit.com/r/Damnthatsinteresting | 28 Jan 2023
AI generated images and video will make crypto a necessity
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AI Tool/Software to find pics online of people that look like me
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Using AI generated pic to prey on others sympathy
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I tried to get them to cut my hair like Kairi's
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Persoanele ăstea nu există. Puteți găsi greșeli ale inteligenței artificiale?
1 project | reddit.com/r/u_Emilandru288 | 26 Jan 2023
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What are some of the best open-source generative-adversarial-network projects in Python? This list will help you: