Python Gan

Open-source Python projects categorized as Gan
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Topics: #Deep Learning #generative-adversarial-network #Pytorch #Computer Vision #Machine Learning
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Top 23 Python Gan Projects

  • GFPGAN

    GFPGAN aims at developing Practical Algorithms for Real-world Face Restoration.

    Project mention: NMKD Stable Diffusion GUI 1.9.0 is out now, featuring InstructPix2Pix - Edit images simply by using instructions! Link and details in comments. | reddit.com/r/StableDiffusion | 2023-01-24

    Download https://github.com/TencentARC/GFPGAN/releases/download/v1.3.0/GFPGANv1.4.pth to Data/gfpgan/gfpgan.pth

  • pytorch-CycleGAN-and-pix2pix

    Image-to-Image Translation in PyTorch

    Project 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.

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  • the-gan-zoo

    A list of all named GANs!

  • fashion-mnist

    A MNIST-like fashion product database. Benchmark :point_down:

    Project mention: The Paradigm Shift Towards Multimodal AI Jina AI MLOps for Multimodal AI Neural Search and Creative AI | dev.to | 2022-12-05

    Compared to NLP, I came to the field of computer vision (CV) pretty late. While at Zalando in 2017, I published a paper on the Fashion-MNIST dataset. This dataset is a drop-in replacement of Yann LeCun's original MNIST dataset from 1990 (a set of simple handwritten digits for benchmarking computer vision algorithms.) The original MNIST dataset was too trivial for many algorithms – shallow learning algorithms such as logistic regression, decision trees, and support vector machines could easily hit 90% accuracy, leaving little room for deep learning algorithms to shine.

  • TensorLayer

    Deep Learning and Reinforcement Learning Library for Scientists and Engineers

    Project mention: Introduction to ‘TensorLayer’: A Python-based Versatile Deep Learning Library Designed for Machine Learning Researchers | reddit.com/r/Python | 2022-02-20

    Github: https://github.com/tensorlayer/TensorLayer

  • PaddleGAN

    PaddlePaddle GAN library, including lots of interesting applications like First-Order motion transfer, Wav2Lip, picture repair, image editing, photo2cartoon, image style transfer, GPEN, and so on.

  • pix2pixHD

    Synthesizing and manipulating 2048x1024 images with conditional GANs

    Project mention: How do I run more than 200 epochs in training a Pix2PixHD model? | reddit.com/r/MLQuestions | 2022-08-11

  • InfluxDB

    Build time-series-based applications quickly and at scale.. InfluxDB is the Time Series Platform where developers build real-time applications for analytics, IoT and cloud-native services. Easy to start, it is available in the cloud or on-premises.

  • ALAE

    [CVPR2020] Adversarial Latent Autoencoders

  • SRGAN

    Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network

    Project mention: Does anyone know how to zoom in on a photo and make a small part of the detail clearer? Everything I’ve tried just makes it blurry? | reddit.com/r/AskUK | 2022-06-15

  • SimSwap

    An arbitrary face-swapping framework on images and videos with one single trained model!

    Project mention: From single photo to Dreambooth model | reddit.com/r/StableDiffusion | 2022-11-12

    Or maybe this: https://github.com/neuralchen/SimSwap

  • pytorch-fid

    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

  • Anime2Sketch

    A sketch extractor for anime/illustration.

  • Advanced-Deep-Learning-with-Keras

    Advanced Deep Learning with Keras, published by Packt

  • lightning-bolts

    Toolbox of models, callbacks, and datasets for AI/ML researchers.

    Project mention: Question about implementing RL algorithms | reddit.com/r/reinforcementlearning | 2022-11-19

    In the lightning-bolts repository, they implement the different RL algorithms, such as PPO and DQN, as different models. Would it make more sense to have the different algorithms be the Trainer instead? Inside each of the implementations, the model creates the same neural network with different training steps.

  • mmgeneration

    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.

  • SDV

    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

  • ailia-models

    The collection of pre-trained, state-of-the-art AI models for ailia SDK

    Project mention: [P] A collection of pre-trained, state-of-the-art AI models | reddit.com/r/MachineLearning | 2022-05-21

  • HyperGAN

    Composable GAN framework with api and user interface

  • hifi-gan

    HiFi-GAN: Generative Adversarial Networks for Efficient and High Fidelity Speech Synthesis

    Project mention: I made Lisa-nee TTS (Imai Lisa) | reddit.com/r/BanGDream | 2023-02-04

  • PaddleViT

    :robot: PaddleViT: State-of-the-art Visual Transformer and MLP Models for PaddlePaddle 2.0+

  • pytorch-pretrained-BigGAN

    🦋A PyTorch implementation of BigGAN with pretrained weights and conversion scripts.

  • gangealing

    Official PyTorch Implementation of GAN-Supervised Dense Visual Alignment (CVPR 2022 Oral, Best Paper Finalist)

    Project mention: GANgealing: GAN-Supervised Dense Visual Alignment | news.ycombinator.com | 2022-04-07

  • PassGAN

    A Deep Learning Approach for Password Guessing (https://arxiv.org/abs/1709.00440)

    Project mention: keras.layers.conv1d vs libs.ops.conv1d.Conv1D | reddit.com/r/learnmachinelearning | 2022-04-13

    For context, I'm trying to translate the following into Kera's API essentially: https://github.com/brannondorsey/PassGAN/blob/master/models.py.

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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). The latest post mention was on 2023-02-04.

Python Gan related posts

Index

What are some of the best open-source Gan projects in Python? This list will help you:

Project Stars
1 GFPGAN 26,245
2 pytorch-CycleGAN-and-pix2pix 19,151
3 the-gan-zoo 12,934
4 fashion-mnist 10,566
5 TensorLayer 7,133
6 PaddleGAN 6,443
7 pix2pixHD 6,037
8 ALAE 3,376
9 SRGAN 2,892
10 SimSwap 2,685
11 pytorch-fid 2,151
12 Anime2Sketch 1,640
13 Advanced-Deep-Learning-with-Keras 1,476
14 lightning-bolts 1,467
15 mmgeneration 1,303
16 SDV 1,268
17 ailia-models 1,213
18 HyperGAN 1,171
19 hifi-gan 1,080
20 PaddleViT 1,049
21 pytorch-pretrained-BigGAN 965
22 gangealing 947
23 PassGAN 827

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