Top 572 gan open source projects

A collection of anomaly detection methods (iid/point-based, graph and time series) including active learning for anomaly detection/discovery, bayesian rule-mining, description for diversity/explanation/interpretability. Analysis of incorporating label feedback with ensemble and tree-based detectors. Includes adversarial attacks with Graph Convolutional Network.

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python gan streaming lstm generative-adversarial-network time-series rnn timeseries anomaly-detection autoencoder interpretability ensemble-learning

All About The Gan

All About the GANs(Generative Adversarial Networks) - Summarized lists for GAN

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python deep-learning pytorch tensorflow neural-network gan classification generative-adversarial-network segmentation detection paper unsupervised-learning medical-imaging reconstruction arxiv adversarial-networks

Exposure

Learning infinite-resolution image processing with GAN and RL from unpaired image datasets, using a differentiable photo editing model.

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python deep-learning reinforcement-learning image-processing gan generative-adversarial-network

Cartoongan Tensorflow

Generate your own cartoon-style images with CartoonGAN (CVPR 2018), powered by TensorFlow 2.0 Alpha.

✭ 587

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Pix2pixhd

Synthesizing and manipulating 2048x1024 images with conditional GANs

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python shell deep-learning pytorch computer-vision deep-neural-networks gan generative-adversarial-network computer-graphics pix2pix image-to-image-translation

Awesome Gans

Awesome Generative Adversarial Networks with tensorflow

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python machine-learning tensorflow gan generative-adversarial-network dcgan arxiv wgan wgan-gp

Tensorflow Vae Gan Draw

A collection of generative methods implemented with TensorFlow (Deep Convolutional Generative Adversarial Networks (DCGAN), Variational Autoencoder (VAE) and DRAW: A Recurrent Neural Network For Image Generation).

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python tensorflow gan recurrent-neural-networks vae draw

Wgan Tensorflow

a tensorflow implementation of WGAN

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jupyter-notebook tensorflow gan

Ganomaly

GANomaly: Semi-Supervised Anomaly Detection via Adversarial Training

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python pytorch gan anomaly-detection semi-supervised-learning

Music Generation With Dl

Resources on Music Generation with Deep Learning

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deep-learning gan music-composition

Deeplearning

深度学习入门教程, 优秀文章, Deep Learning Tutorial

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Jupyter Notebook python matlab deep-learning machine-learning pytorch tensorflow cnn gan deeplearning rnn mxnet kaggle machinelearning gcn

Tf Tutorials

A collection of deep learning tutorials using Tensorflow and Python

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jupyter-notebook tensorflow gan resnet

Pytorch Progressive growing of gans

PyTorch implementation of Progressive Growing of GANs for Improved Quality, Stability, and Variation.

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python pytorch gan

Bmsg Gan

[MSG-GAN] Any body can GAN! Highly stable and robust architecture. Requires little to no hyperparameter tuning. Pytorch Implementation

✭ 518

python deep-learning computer-vision artificial-intelligence gan

Hidt

Official repository for the paper "High-Resolution Daytime Translation Without Domain Labels" (CVPR2020, Oral)

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Apdrawinggan

Code for APDrawingGAN: Generating Artistic Portrait Drawings from Face Photos with Hierarchical GANs (CVPR 2019 Oral)

✭ 510

python deep-learning pytorch computer-vision gan computer-graphics face image-generation

Generative Adversarial Networks

Introduction to generative adversarial networks, with code to accompany the O'Reilly tutorial on GANs

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jupyter-notebook tensorflow gan generative-adversarial-network tensorflow-tutorials tensorflow-models

Seqgan

A simplified PyTorch implementation of "SeqGAN: Sequence Generative Adversarial Nets with Policy Gradient." (Yu, Lantao, et al.)

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python deep-learning nlp natural-language-processing gan generative-adversarial-network generative-model natural-language-understanding policy-gradient

Text To Image

Generative Adversarial Text to Image Synthesis / Please Star -->

✭ 498

python tensorflow gan tensorlayer

Ssgan Tensorflow

A Tensorflow implementation of Semi-supervised Learning Generative Adversarial Networks (NIPS 2016: Improved Techniques for Training GANs).

✭ 496

python gan generative-adversarial-network semi-supervised-learning

Deep Learning Book

《Deep Learning》《深度学习》 by Ian Goodfellow, Yoshua Bengio and Aaron Courville

✭ 492

deep-learning machine-learning tensorflow gan tensorlayer

T2f

T2F: text to face generation using Deep Learning

✭ 494

python gan generative-adversarial-network

Deblur Gan

Keras implementation of "DeblurGAN: Blind Motion Deblurring Using Conditional Adversarial Networks"

✭ 483

python keras gan generative-adversarial-networks

Textgan Pytorch

TextGAN is a PyTorch framework for Generative Adversarial Networks (GANs) based text generation models.

✭ 479

python deep-learning pytorch framework nlp natural-language-processing gan generative-adversarial-network text-generation

Rgan

Recurrent (conditional) generative adversarial networks for generating real-valued time series data.

✭ 480

python gan time-series paper rnn mnist medical arxiv

Biggan Pytorch

Pytorch implementation of LARGE SCALE GAN TRAINING FOR HIGH FIDELITY NATURAL IMAGE SYNTHESIS (BigGAN)

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python pytorch gan

Tf.gans Comparison

Implementations of (theoretical) generative adversarial networks and comparison without cherry-picking

✭ 477

python tensorflow gan gans dcgan wgan celeba wgan-gp

Cool Fashion Papers

👔👗🕶️🎩 Cool resources about Fashion + AI! (papers, datasets, workshops, companies, ...) (constantly updating)

✭ 464

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Gantts

PyTorch implementation of GAN-based text-to-speech synthesis and voice conversion (VC)

✭ 460

jupyter-notebook gan speech-synthesis

Mimicry

[CVPR 2020 Workshop] A PyTorch GAN library that reproduces research results for popular GANs.

✭ 458

python machine-learning pytorch gan gans cvpr dcgan reproducibility generative-adversarial-networks wgan-gp

Melgan

MelGAN vocoder (compatible with NVIDIA/tacotron2)

✭ 444

python pytorch gan tts

Generative Models

Annotated, understandable, and visually interpretable PyTorch implementations of: VAE, BIRVAE, NSGAN, MMGAN, WGAN, WGANGP, LSGAN, DRAGAN, BEGAN, RaGAN, InfoGAN, fGAN, FisherGAN

✭ 438

python jupyter-notebook machine-learning pytorch gan generative-adversarial-network autoencoder vae wgan

Enlightengan

[IEEE TIP'2021] "EnlightenGAN: Deep Light Enhancement without Paired Supervision" by Yifan Jiang, Xinyu Gong, Ding Liu, Yu Cheng, Chen Fang, Xiaohui Shen, Jianchao Yang, Pan Zhou, Zhangyang Wang

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python pytorch gan unsupervised-learning generative-adversarial-networks

Generative Compression

TensorFlow Implementation of Generative Adversarial Networks for Extreme Learned Image Compression

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python tensorflow computer-vision gan generative-adversarial-network image-compression

Pro gan pytorch

ProGAN package implemented as an extension of PyTorch nn.Module

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python pytorch gan

Deep Learning Resources

由淺入深的深度學習資源 Collection of deep learning materials for everyone

✭ 422

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Wassersteingan.tensorflow

Tensorflow implementation of Wasserstein GAN - arxiv: https://arxiv.org/abs/1701.07875

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python tensorflow gan generative-adversarial-network

Tensorflow Tutorial

Tensorflow tutorial from basic to hard, 莫烦Python 中文AI教学

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Simgan

Implementation of Apple's Learning from Simulated and Unsupervised Images through Adversarial Training

✭ 406

python deep-learning machine-learning tensorflow keras neural-networks gan generative-adversarial-network

Simgan Captcha

Solve captcha without manually labeling a training set

✭ 405

jupyter-notebook keras neural-network gan generative-adversarial-network

Pytorch Rl

This repository contains model-free deep reinforcement learning algorithms implemented in Pytorch

✭ 394

python deep-learning pytorch reinforcement-learning gan robotics generative-adversarial-network deep-reinforcement-learning dqn openai-gym vae variational-autoencoder gym policy-gradient ddpg mujoco

Igan

Interactive Image Generation via Generative Adversarial Networks

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python shell deep-learning computer-vision gan generative-adversarial-network computer-graphics image-manipulation dcgan pix2pix

Sean

SEAN: Image Synthesis with Semantic Region-Adaptive Normalization (CVPR 2020, Oral)

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python gan image-generation image-translation

Autogan

[ICCV 2019] "AutoGAN: Neural Architecture Search for Generative Adversarial Networks" by Xinyu Gong, Shiyu Chang, Yifan Jiang and Zhangyang Wang

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python pytorch gan neural-architecture-search cifar10

Tensorflow Generative Model Collections

Collection of generative models in Tensorflow

Gan Timeline

A timeline showing the development of Generative Adversarial Networks (GAN).

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deep-learning gan

Mixup

Implementation of the mixup training method

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python pytorch gan data-augmentation

Stylegan2 Tensorflow 2.0

StyleGAN 2 in Tensorflow 2.0

✭ 370

python deep-learning gan

Anycost Gan

[CVPR 2021] Anycost GANs for Interactive Image Synthesis and Editing

✭ 367

python deep-learning pytorch computer-vision gan generative-adversarial-network computer-graphics image-manipulation gans image-generation

Msgan

MSGAN: Mode Seeking Generative Adversarial Networks for Diverse Image Synthesis (CVPR2019)

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python gan diversity

Pytorch Mnist Celeba Gan Dcgan

Pytorch implementation of Generative Adversarial Networks (GAN) and Deep Convolutional Generative Adversarial Networks (DCGAN) for MNIST and CelebA datasets

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python pytorch gan generative-adversarial-network mnist dcgan celeba

Sdv

Synthetic Data Generation for tabular, relational and time series data.

✭ 360

jupyter-notebook machine-learning gan generative-adversarial-network time-series gans data-generation

Advanced Tensorflow

Little More Advanced TensorFlow Implementations

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jupyter-notebook tensorflow gan

Pycadl

Python package with source code from the course "Creative Applications of Deep Learning w/ TensorFlow"