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Generative Adversarial Network

Generative adversarial networks (GAN) are a class of generative machine learning frameworks. A GAN consists of two competing neural networks, often termed the Discriminator network and the Generator network. GANs have been shown to be powerful generative models and are able to successfully generate new data given a large enough training dataset.

https://github.com/lukasmosser/porousmediagan

Reconstruction of three-dimensional porous media using generative adversarial neural networks

computer-vision deep-learning generative-adversarial-network image-reconstruction machine-learning porous-media

Last synced: 19 Dec 2024

https://github.com/harskish/tlgan

Time-Lapse Disentanglement With Conditional GANs [SIGGRAPH 2022]

disentanglement generative-adversarial-network time-lapse timelapse

Last synced: 19 Dec 2024

https://github.com/tensorlayer/DAGAN

The implementation code for "DAGAN: Deep De-Aliasing Generative Adversarial Networks for Fast Compressed Sensing MRI Reconstruction"

computer-vision deep-learning generative-adversarial-network mri-reconstruction

Last synced: 30 Oct 2024

https://github.com/znxlwm/tensorflow-mnist-gan-dcgan

Tensorflow implementation of Generative Adversarial Networks (GAN) and Deep Convolutional Generative Adversarial Netwokrs for MNIST dataset.

dcgan gan generative-adversarial-network mnist tensorflow

Last synced: 19 Dec 2024

https://github.com/tensorlayer/dagan

The implementation code for "DAGAN: Deep De-Aliasing Generative Adversarial Networks for Fast Compressed Sensing MRI Reconstruction"

computer-vision deep-learning generative-adversarial-network mri-reconstruction

Last synced: 10 Nov 2024

https://github.com/nebulaV/DAGAN

The implementation code for "DAGAN: Deep De-Aliasing Generative Adversarial Networks for Fast Compressed Sensing MRI Reconstruction"

computer-vision deep-learning generative-adversarial-network mri-reconstruction

Last synced: 29 Nov 2024

https://github.com/adobe-research/sam_inversion

[CVPR 2022] GAN inversion and editing with spatially-adaptive multiple latent layers

computer-graphics computer-vision deep-learning gan generative-adversarial-network image-manipulation machine-learning pytorch

Last synced: 20 Dec 2024

https://github.com/nocotan/pytorch-lightning-gans

Collection of PyTorch Lightning implementations of Generative Adversarial Network varieties presented in research papers.

deep-learning gans generative-adversarial-network neural-networks pytorch pytorch-implementation pytorch-lightning

Last synced: 17 Jan 2025

https://github.com/znxlwm/tensorflow-mnist-cgan-cdcgan

Tensorflow implementation of conditional Generative Adversarial Networks (cGAN) and conditional Deep Convolutional Adversarial Networks (cDCGAN) for MANIST dataset.

cgan conditional-gan gan generative-adversarial-network mnist tensorflow

Last synced: 23 Nov 2024

https://github.com/wogong/pytorch-dann

A PyTorch implementation for Unsupervised Domain Adaptation by Backpropagation

deep-learning domain-adaptation generative-adversarial-network pytorch

Last synced: 27 Oct 2024

https://github.com/microsoft/sparenet

Style-based Point Generator with Adversarial Rendering for Point Cloud Completion (CVPR 2021)

deep-learning differentiable-renderer generative-adversarial-network neural-network point-cloud point-cloud-completion

Last synced: 04 Dec 2024

https://github.com/prinsphield/genegan

GeneGAN: Learning Object Transfiguration and Attribute Subspace from Unpaired Data

attributes-subspace celeba-dataset generative-adversarial-network image-interpolation image-manipulation

Last synced: 12 Nov 2024

https://github.com/felixmohr/deep-learning-with-python

Example projects I completed to understand Deep Learning techniques with Tensorflow. Please note that I do no longer maintain this repository.

dcgan deep-learning gan generative-adversarial-network lstm neural-networks python python3 style-transfer tensorflow tensorflow-tutorials vae variational-autoencoder

Last synced: 20 Jan 2025

https://github.com/pfnet-research/chainer-pix2pix

chainer implementation of pix2pix

chainer generative-adversarial-network pix2pix

Last synced: 15 Nov 2024

https://github.com/snknitin/DeepfakeCapsuleGAN

Using Capsule Networks in GANS to generate very realistic fake images that could perhaps be used for deepfakes

capsule-networks celeba-dataset cifar-10 gans generative-adversarial-network keras-neural-networks mnist

Last synced: 11 Nov 2024

https://github.com/gusgad/capsule-GAN

Code for my Master thesis on "Capsule Architecture as a Discriminator in Generative Adversarial Networks".

capsnet capsule-network gan generative-adversarial-network keras python

Last synced: 28 Oct 2024

https://github.com/jiamings/cramer-gan

Tensorflow Implementation on "The Cramer Distance as a Solution to Biased Wasserstein Gradients" (https://arxiv.org/pdf/1705.10743.pdf)

cramer-gan generative generative-adversarial-network generative-model tensorflow tensorflow-experiments tensorflow-models wasserstein-gan

Last synced: 12 Nov 2024

https://github.com/chenfengye/tightcap

[SIGGRAPH 2022] TightCap: 3D Human Shape Capture with Clothing Tightness Field, a human reconstruction framework for clothed avatars

3d-reconstruction clothing dataset deep-learning generative-adversarial-network multi-view-stereo performance-capture siggraph2022

Last synced: 21 Dec 2024

https://github.com/agamiko/pixel_character_generator

Generating retro pixel game characters with Generative Adversarial Networks. Dataset "TinyHero" included.

dataset dataset-generation dcgan-pytorch deep-learning generative-adversarial-network

Last synced: 08 Nov 2024

https://github.com/leverxgroup/esrgan

Enhanced SRGAN. Champion PIRM Challenge on Perceptual Super-Resolution

computer-vision deep-neural-networks generative-adversarial-network image-processing pytorch super-resolution

Last synced: 26 Oct 2024

https://github.com/AgaMiko/pixel_character_generator

Generating retro pixel game characters with Generative Adversarial Networks. Dataset "TinyHero" included.

dataset dataset-generation dcgan-pytorch deep-learning generative-adversarial-network

Last synced: 05 Nov 2024

https://github.com/lucidrains/pi-gan-pytorch

Implementation of π-GAN, for 3d-aware image synthesis, in Pytorch

artificial-intelligence deep-learning film generative-adversarial-network nerf

Last synced: 19 Dec 2024

https://github.com/honlan/dmt

Disentangled Makeup Transfer with Generative Adversarial Network

computer-vision deep-learning disentangled-representations generative-adversarial-network makeup-transfer tensorflow

Last synced: 14 Nov 2024

https://github.com/eezkni/UEGAN

[TIP-2020] Pytorch implementation of "Towards Unsupervised Deep Image Enhancement with Generative Adversarial Network"

compter-vision enhancement-and-restoration gan generative-adversarial-network image-manipulation unsupervised-learning

Last synced: 26 Oct 2024

https://github.com/advimman/deep-landscape

Official repository for the paper "DeepLandscape: Adversarial Modeling of Landscape Videos" (ECCV2020)

deep-learning gan generative-adversarial-network reenactment video-generation

Last synced: 11 Nov 2024

https://github.com/xinario/sagan

Sharpness-aware Low Dose CT Denoising Using Conditional Generative Adversarial Network

computed-tomography convolutional-neural-networks deep-learning denoising gan generative-adversarial-network image-to-image-translation kaggle low-dose

Last synced: 10 Nov 2024

https://github.com/greenelab/sprint_gan

Privacy-preserving generative deep neural networks support clinical data sharing

data-sharing differential-privacy gan generative-adversarial-network neural-network supplement

Last synced: 13 Nov 2024

https://github.com/sdv-dev/deepecho

Synthetic Data Generation for mixed-type, multivariate time series.

data-generation deep-learning generative-adversarial-network sdv synthetic-data synthetic-data-generation time-series

Last synced: 26 Jan 2025

https://github.com/sdv-dev/DeepEcho

Synthetic Data Generation for mixed-type, multivariate time series.

data-generation deep-learning generative-adversarial-network sdv synthetic-data synthetic-data-generation time-series

Last synced: 05 Nov 2024

https://github.com/hep-lbdl/CaloGAN

Generative Adversarial Networks for High Energy Physics extended to a multi-layer calorimeter simulation

atlas calogan calorimeter cern deep-learning gan generative-adversarial-network hep high-energy-physics machine-learning physics

Last synced: 30 Oct 2024

https://github.com/stefan-jansen/synthetic-data-for-finance

Material for QuantUniversity talk on Sythetic Data Generation for Finance.

algorithmic-trading finance generative-adversarial-network machine-learning synthetic-data

Last synced: 12 Nov 2024

https://github.com/vita-group/agd

[ICML2020] "AutoGAN-Distiller: Searching to Compress Generative Adversarial Networks" by Yonggan Fu, Wuyang Chen, Haotao Wang, Haoran Li, Yingyan Lin, Zhangyang Wang

compression generative-adversarial-network neural-architecture-search pytorch

Last synced: 16 Nov 2024

https://github.com/dashayushman/TAC-GAN

A Tensorflow implementation of the Text Conditioned Auxiliary Classifier Generative Adversarial Network for Generating Images from text descriptions (https://arxiv.org/abs/1703.06412)

generative-adversarial-network generative-models noise-contrastive-estimation

Last synced: 15 Nov 2024

https://github.com/chail/gan-ensembling

Invert and perturb GAN images for test-time ensembling

generative-adversarial-network image-classfication image-synthesis pytorch

Last synced: 15 Nov 2024

https://github.com/eveningglow/multitask-CycleGAN

Pytorch implementation of multitask CycleGAN with auxiliary classification loss

computer-vision cyclegan deep-learning gan generative-adversarial-network image-translation pytorch

Last synced: 15 Nov 2024

https://github.com/jgkwak95/SURF-GAN

Official Pytorch implementation of "Injecting 3D Perception of Controllable NeRF-GAN into StyleGAN for Editable Portrait Image Synthesis", ECCV 2022

3d 3d-aware-image-synthesis eccv2022 generative-adversarial-network image-to-image-translation neural-rendering stylegan2 toonify

Last synced: 07 Nov 2024

https://github.com/google-research/hit-gan

Tensorflow implementation for "Improved Transformer for High-Resolution GANs" (NeurIPS 2021).

generative-adversarial-network tensorflow vision-transformer

Last synced: 21 Jan 2025

https://github.com/nrel/sup3r

The Super-Resolution for Renewable Resource Data (sup3r) software uses generative adversarial networks to create synthetic high-resolution wind and solar spatiotemporal data from coarse low-resolution inputs.

climate-change climate-data deep-learning generative-adversarial-network machine-learning renewable-energy solar-energy tensorflow wind-energy

Last synced: 25 Jan 2025

https://github.com/ofnote/tryongan

TryOnGAN: Unofficial Implementation

deep-learning fashion gan generative-adversarial-network pytorch viton

Last synced: 16 Nov 2024

https://github.com/NREL/sup3r

The Super-Resolution for Renewable Resource Data (sup3r) software uses generative adversarial networks to create synthetic high-resolution wind and solar spatiotemporal data from coarse low-resolution inputs.

climate-change climate-data deep-learning generative-adversarial-network machine-learning renewable-energy solar-energy tensorflow wind-energy

Last synced: 14 Nov 2024

https://github.com/chunyuanli/alice

NIPS 2017: ALICE: Towards Understanding Adversarial Learning for Joint Distribution Matching

bayesian-inference entropy generative-adversarial-network image-translation latent-variable-models

Last synced: 28 Nov 2024

https://github.com/marload/gans-tensorflow2

🚀 Variants of GANs most easily implemented as TensorFlow2. GAN, DCGAN, LSGAN, WGAN, WGAN-GP, DRAGAN, ETC...

dcgan deeplearning gan generative-adversarial-network lsgan ssgan tensorflow tensorflow2 tf tf2 wgan wgan-gp

Last synced: 30 Nov 2024

https://github.com/ermongroup/markov-chain-gan

Code for "Generative Adversarial Training for Markov Chains" (ICLR 2017 Workshop)

generative-adversarial-network generative-model iclr2017 markov-chain markov-chain-generator tensorflow

Last synced: 18 Nov 2024

https://github.com/vita-group/ultra-data-efficient-gan-training

[NeurIPS'21] "Ultra-Data-Efficient GAN Training: Drawing A Lottery Ticket First, Then Training It Toughly", Tianlong Chen, Yu Cheng, Zhe Gan, Jingjing Liu, Zhangyang Wang

augmentation data-efficient data-efficient-gan-training gan generative-adversarial-network lottery-ticket-hypothesis

Last synced: 16 Nov 2024

https://github.com/pfnet-research/tgan

The implementation of Temporal Generative Adversarial Nets with Singular Value Clipping

deep-learning generative-adversarial-network machine-learning neural-networks python

Last synced: 15 Nov 2024

https://github.com/salu133445/ismir2019tutorial

Website for tutorial "Generating Music with GANs: An Overview and Case Studies"

gan generative-adversarial-network machine-learning music music-generation pytorch

Last synced: 29 Oct 2024

https://github.com/GV1028/videogan

Implementation of "Generating Videos with Scene Dynamics" in Tensorflow

generative-adversarial-network tensorflow video video-generation video-representation-learning

Last synced: 27 Nov 2024

https://github.com/ghaiszaher/foggy-cyclegan

Fog Simulation using Generative Adversarial Networks (GAN). This code is the implementation of the master thesis Simulating Weather Conditions on Digital Images. It uses a modified CycleGAN model to synthesize fog on clear images.

cyclegan cyclegan-tensorflow deep-learning dissertation fog gan generative-adversarial-network image-processing msc-thesis simulating-weather-conditions

Last synced: 24 Jan 2025

https://github.com/zsdonghao/unsup-im2im

Unsupervised Image to Image Translation with Generative Adversarial Networks

deep-learning gan generative-adversarial-network image-to-image tensorflow tensorlayer

Last synced: 22 Oct 2024

https://github.com/zsdonghao/Unsup-Im2Im

Unsupervised Image to Image Translation with Generative Adversarial Networks

deep-learning gan generative-adversarial-network image-to-image tensorflow tensorlayer

Last synced: 30 Oct 2024

https://github.com/akshaysubr/tegan

Generative Adversarial Network (GAN) for physically realistic enrichment of turbulent flow fields

fluid-dynamics gan generative-adversarial-network super-resolution turbulence

Last synced: 02 Dec 2024

https://github.com/prinsphield/dna-gan

DNA-GAN: Learning Disentangled Representations from Multi-Attribute Images

disentangled-representations generative-adversarial-network image-manipulation multi-attribute representation-learning

Last synced: 12 Nov 2024

https://github.com/christopher-beckham/hologan-pytorch

Non-official + minimal reimplementation of HoloGAN by Nguyen-Phuoc, et al: https://arxiv.org/abs/1904.01326

celeba dcgan deep-learning gans generative-adversarial-network hologan inverse-graphics pytorch pytorch-gan pytorch-implementation

Last synced: 29 Oct 2024

https://github.com/chen0040/keras-text-to-image

Translate text to image in Keras using GAN and Word2Vec as well as recurrent neural networks

dcgan generative-adversarial-network keras text-to-image

Last synced: 16 Dec 2024

https://github.com/omni-us/research-ganwriting

Source code for ECCV20 "GANwriting: Content-Conditioned Generation of Styled Handwritten Word Images"

generative-adversarial-network handwriting-synthesis

Last synced: 08 Nov 2024

https://github.com/hep-lbdl/adversarial-jets

Training, generation, and analysis code for Learning Particle Physics by Example: Location-Aware Generative Adversarial Networks for Physics

cern deep-learning gan generative-adversarial-network hep high-energy-physics machine-learning physics physics-simulation

Last synced: 30 Oct 2024

https://github.com/nikhilbarhate99/deterministic-gail-pytorch

PyTorch implementation of Deterministic Generative Adversarial Imitation Learning (GAIL) for Off Policy learning

deep-reinforcement-learning gail generative-adversarial-network gym imitation-learning openai-gym pytorch pytorch-gan pytorch-implementation reinforcement-learning

Last synced: 13 Nov 2024

https://github.com/salu133445/bmusegan

Code for “Convolutional Generative Adversarial Networks with Binary Neurons for Polyphonic Music Generation”

binary-neuron generative-adversarial-network machine-learning multi-track music-generation piano-roll

Last synced: 29 Oct 2024

https://github.com/shaoanlu/audio2guitarist-gan

Two-stage GANs that generate fingerstyle guitarist images from audio.

audio-to-image cross-domain deep-learning gan generative-adversarial-network guitar

Last synced: 19 Jan 2025

https://github.com/amanchadha/frvsr-gan

A Novel Approach to Video Super-Resolution using Frame Recurrence and Generative Adversarial Networks | Python3 | PyTorch | OpenCV2 | GANs | CNNs

adjacent-frames cnn cnns convolutional-neural-networks frame-recurrence frvsr-gan gan gans generative-adversarial-network opencv psnr python python3 pytorch recurrent-neural-network sisr srgan ssim super-resolution video-super-resolution

Last synced: 05 Nov 2024

https://github.com/diegovalsesia/GraphCNN-GAN

Graph-convolutional GAN for point cloud generation. Code from ICLR 2019 paper Learning Localized Generative Models for 3D Point Clouds via Graph Convolution

gan generative-adversarial-network generative-model graph-convolution point-clouds shapenet

Last synced: 28 Oct 2024

https://github.com/gunhochoi/discogan-tf

Tensorflow Implementation of DiscoGAN

discogan gan generative-adversarial-network python tensorflow

Last synced: 22 Nov 2024

https://github.com/openagi/tefla

Tensorflow based deep-learning library.

ai deep-learning gan generative-adversarial-network lstm ml nlp tensorflow-framework

Last synced: 14 Oct 2024

https://github.com/nashory/gans-collection.torch

Torch implementation of various types of GAN (e.g. DCGAN, ALI, Context-encoder, DiscoGAN, CycleGAN, EBGAN, LSGAN)

adversarial ali context-encoder dcgan deep-learning gans generative-adversarial-network torch

Last synced: 19 Nov 2024

https://github.com/pfnet-research/tgan2

The official implementation of "Train Sparsely, Generate Densely: Memory-efficient Unsupervised Training of High-resolution Temporal GAN"

deep-learning generative-adversarial-network machine-learning video-generation

Last synced: 15 Nov 2024

https://github.com/astorfi/cor-gan

:unlock: COR-GAN: Correlation-Capturing Convolutional Neural Networks for Generating Synthetic Healthcare Records

deep-learning generative-adversarial-network healthcare python pytorch synthetic-dataset-generation

Last synced: 22 Oct 2024

https://github.com/xinario/catgan_pytorch

Unsupervised and Semi-supervised Learning with Categorical Generative Adversarial Networks

catgan dcgan gan generative-adversarial-network pytorch semi-supervised-learning unsupervised-learning

Last synced: 10 Nov 2024

https://github.com/MrinmoiHossain/Udacity-Deep-Learning-Nanodegree

The course is contained knowledge that are useful to work on deep learning as an engineer. Simple neural networks & training, CNN, Autoencoders and feature extraction, Transfer learning, RNN, LSTM, NLP, Data augmentation, GANs, Hyperparameter tuning, Model deployment and serving are included in the course.

convolutional-networks convolutional-neural-networks deep-learning gans generative-adversarial-network long-short-term-memory-models lstms machine-learning nanodegree neural-network nlp pytorch recurrent-neural-networks rnn sentiment-analysis style-transfer transfer-learning udacity udacity-nanodegree

Last synced: 27 Nov 2024

Generative Adversarial Network Awesome Lists
gans-awesome-applications 78 awesome-gan-for-medical-imaging 180 Awesome-Text-to-Image 423 awesome-colab-notebooks 554 Awesome-GANs 94 Cool-Fashion-Papers 86 awesome-tensorlayer 51 awesome-artificial-intelligence-research 92 awesome-gan 36 awesome-data-synthesis 78 awesome-generative-models 81 awesome-ai 243 awesome-DGM-papers 249
Generative Adversarial Network Categories
<span id="head6"> *6. Other Related Works* </span> 446 <span id="head5"> *5. Paper With Code* </span> 325 Overview 287 Research 209 Tutorials 192 <span id="head5"> *Paper With Code* </span> 143 Papers & Codes 100 Applications using GANs 74 NeurIPS 2021 ([OpenReview](https://openreview.net/group?id=NeurIPS.cc/2021/Conference)) 65 Data-driven methods 53 Text 51 NeurIPS 2020 49 ICLR 2021 48 Audio and music generation/processing 47 Machine Learning (ML) and Data Mining (DM) 46 Applications 45 Papers 40 ICML 2020 34 ICML 2021 28 Coding 25