Ecosyste.ms: Awesome

An open API service indexing awesome lists of open source software.

Awesome Lists | Featured Topics | Projects

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/iamalexkorotin/Wasserstein2GenerativeNetworks

PyTorch implementation of "Wasserstein-2 Generative Networks" (ICLR 2021)

deep-learning gan generative-adversarial-network optimal-transport pytorch style-transfer

Last synced: 30 Oct 2024

https://github.com/birdx0810/timegan-pytorch

This repository is a non-official implementation of TimeGAN (Yoon et al., NIPS2019) using PyTorch.

deep-learning generative-adversarial-network hacktoberfest pytorch time-series

Last synced: 30 Oct 2024

https://github.com/AlexiaJM/Generative-model-most-similar-images

Function that output the 5 most similar training (real) images to the given generated (fake) images.

deep-learning gan generative-adversarial-network generator picture

Last synced: 04 Nov 2024

https://github.com/alexiajm/generative-model-most-similar-images

Function that output the 5 most similar training (real) images to the given generated (fake) images.

deep-learning gan generative-adversarial-network generator picture

Last synced: 14 Nov 2024

https://github.com/weiji14/deepbedmap

Going beyond BEDMAP2 using a super resolution deep neural network. Also a convenient flat file data repository for high resolution bed elevation datasets around Antarctica.

antarctica bedmap binder chainer data-science deep-neural-network digital-elevation-model flat-file-db generative-adversarial-network glaciology jupyter-notebook optuna pangeo remote-sensing super-resolution

Last synced: 07 Jan 2025

https://github.com/salu133445/dan

Source code for "Towards a Deeper Understanding of Adversarial Losses under a Discriminative Adversarial Network Setting"

generative-adversarial-network machine-learning

Last synced: 29 Oct 2024

https://github.com/mseitzer/srgan

Pytorch implementation of "Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network"

computer-vision deep-learning gan generative-adversarial-network pytorch super-resolution

Last synced: 14 Oct 2024

https://github.com/nashory/progressive-growing-torch

Torch implementation of "PROGRESSIVE GROWING OF GANS FOR IMPROVED QUALITY, STABILITY, AND VARIATION"

celeba generative-adversarial-network high-resolution nvidia progressively-growing-gan unsupervised-learning

Last synced: 19 Nov 2024

https://github.com/zalandoresearch/first_order_gan

Create images and texts with the First Order Generative Adversarial Networks arxiv.org/abs/1802.04591

deep-learning generative-adversarial-network generative-adversarial-networks unsupervised-learning

Last synced: 10 Nov 2024

https://github.com/jonbruner/ezgan

An extremely simple generative adversarial network, built with TensorFlow

gan generative-adversarial-network tensorflow

Last synced: 11 Nov 2024

https://github.com/vishal-v/stackgan

TensorFlow implementation of "Text to Photo-realistic Image Synthesis with Stacked Generative Adversarial Networks" by Han Zhang, et al.

conditioning-augmentation cub-200 gans generative-adversarial-network keras stack-gan tensorflow-2

Last synced: 22 Oct 2024

https://github.com/podgorskiy/stylegancpp

Unofficial implementation of StyleGAN's generator

cpp deep-learning gan generative-adversarial-network stylegan

Last synced: 12 Nov 2024

https://github.com/lukasmosser/stochastic_seismic_waveform_inversion

Official Implementation of "Stochastic seismic waveform inversion using generative adversarial networks as a geological prior"

bayesian-inference generative-adversarial-network geophysics machine-learning

Last synced: 08 Nov 2024

https://github.com/lukasmosser/geogan

Conditioning of three-dimensional geological and pore scale generative adversarial networks

conditional-gan generative-adversarial-network geology geophysics hydrology

Last synced: 08 Nov 2024

https://github.com/leocvml/CycleGAN-gluon-mxnet

this repo attemps to reproduce Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks(CycleGAN) use gluon reimplementation

computer-graphics computer-vision cyclegan gan generative-adversarial-network gluon iccv-2017 mxnet

Last synced: 08 Nov 2024

https://github.com/memo/py-msa-kdenlive

Python script to load a Kdenlive (OSS NLE video editor) project file, and conform the edit on video or numpy arrays.

deep-learning deep-neural-networks generative-adversarial-network generative-art generative-model human-computer-interaction machine-learning video-editing video-editor

Last synced: 13 Nov 2024

https://github.com/lukasmosser/deepflow

Pytorch implementation of "DeepFlow: History Matching in the Space of Deep Generative Models"

automatic-differentiation gan generative-adversarial-network geophysics partial-differential-equations pytorch

Last synced: 08 Nov 2024

https://github.com/VinAIResearch/CREPS

Efficient Scale-Invariant Generator with Column-Row Entangled Pixel Synthesis (CVPR 2023)

generative-adversarial-network implicit-neural-representation scale-invariance stylegan3

Last synced: 04 Nov 2024

https://github.com/rahulbhalley/gan-qp.pytorch

Unofficial PyTorch implementation of "GAN-QP: A Novel GAN Framework without Gradient Vanishing and Lipschitz Constraint"

generative-adversarial-network lipschitz-functions optimal-transport pytorch

Last synced: 22 Oct 2024

https://github.com/affromero/smile

SMILE: Semantically-guided Multi-attribute Image and Layout Editing, ICCV Workshops 2021.

deep-fake deep-learning face-manipulation generative-adversarial-network pytorch

Last synced: 16 Dec 2024

https://github.com/zzw922cn/wesinger2

Synthesized singing voice demos of WeSinger 2 paper.

generative-adversarial-network music-generation singing-voice-synthesis speech-synthesis

Last synced: 08 Jan 2025

https://github.com/nisaaragharia/ai-avatars

This repository exploits a finely tuned Stable Diffusion model and the robust DreamBooth framework to generate distinctive and personalizable avatars.

dreambooth fine-tuning generative-adversarial-network generative-art stable-diffusion

Last synced: 23 Nov 2024

https://github.com/chunyuanli/mnist_inception_score

Training a MNIST classifier, and use it to compute inception score (ICP)

generative-adversarial-network generative-model

Last synced: 28 Nov 2024

https://github.com/nashory/text2image-benchmark

Performance comparison of existing GAN based Text To Image algorithms. (GAN-CLS, StackGAN, TAC-GAN)

benchmark generative-adversarial-network image tensorflow text text2image

Last synced: 19 Nov 2024

https://github.com/salu133445/binarygan

Code for "Training Generative Adversarial Networks with Binary Neurons by End-to-end Backpropagation"

binary-neuron generative-adversarial-network gradient-estimator machine-learning

Last synced: 29 Oct 2024

https://github.com/vita-group/gan-lth

[ICLR 2021] "GANs Can Play Lottery Too" by Xuxi Chen, Zhenyu Zhang, Yongduo Sui, Tianlong Chen

gan generative-adversarial-network lottery-ticket-hypothesis pruning transfer

Last synced: 16 Nov 2024

https://github.com/Rushi314/GPR-Object-Detection

This repository contains code to train object detection models like FRCNN/YOLO for identifying objects in Ground Penetrating Radar scans. It also contains code to generate fake data using Generative Adversarial Networks(GANs).

frcnn gans generative-adversarial-network ground-penetrating-radar machine-learning mmdetection object-detection yolo

Last synced: 09 Nov 2024

https://github.com/l0sg/seqgan-music

Implementation of a paper "Polyphonic Music Generation with Sequence Generative Adversarial Networks" in TensorFlow

deep-learning generative-adversarial-network music-generation polyphonic seqgan tensorflow

Last synced: 21 Nov 2024

https://github.com/naoto0804/pytorch-domain-adaptation

Unofficial pytorch implementation of algorithms for domain adaptation

cnn domain-adaptation generative-adversarial-network pytorch

Last synced: 17 Dec 2024

https://github.com/arthurfdlr/ganightsky

🌌The Jupyter Notebook behind ThisNightSkyDoesNotExist - Train a StyleGan2-ADA on a custom image dataset scrapped from Instagram!

gan generative-adversarial-network generative-model google-colab stylegan2-ada

Last synced: 14 Nov 2024

https://github.com/changwoolee/wgan-gp-tensorflow

Tensorflow Implementation of Paper "Improved Training of Wasserstein GANs"

deep-learning deep-neural-networks gan generative-adversarial-network python tensorflow wgan wgan-gp

Last synced: 09 Nov 2024

https://github.com/cloudera/cml_amp_anomaly_detection

Apply modern, deep learning techniques for anomaly detection to identify network intrusions.

anomaly-detection autoencoder generative-adversarial-network principle-component-analysis support-vector-machine tensorflow

Last synced: 07 Nov 2024

https://github.com/aleju/gan-error-avoidance

Learning to Avoid Errors in GANs by Input Space Manipulation (Code for paper)

artifacts celeba deep-learning gan generative-adversarial-network pytorch weight-normalization

Last synced: 13 Oct 2024

https://github.com/kremerj/gan

A 1D toy example of optimizing a generative model using the WGAN-GP model.

generative-adversarial-network tensorflow-models toy-example

Last synced: 10 Oct 2024

https://github.com/aniketmaurya/pytorch-gans

PyTorch implementation of GANs (Generative Adversarial Networks). DCGAN, Pix2Pix, CycleGAN, SRGAN

cyclegan dcgan gan-models gans generative-adversarial-network pix2pix pytorch pytorch-implementation super-resolution superresolution

Last synced: 14 Nov 2024

https://github.com/jleinonen/cloudsat-gan

Reconstruction of Cloud Vertical Structure with a Generative Adversarial Network

atmospheric-science climate-science deep-learning generative-adversarial-network machine-learning

Last synced: 29 Oct 2024

https://github.com/cursedprograms/gloriosaai

GloriosaAI is a versatile Python codebase that includes a Generative Adversarial Network (GAN) for the training and generation of AI art.

ai art artificial-neural-networks gan generative-adversarial-network matplotlib numpy pillow python tensorflow

Last synced: 12 Dec 2024

https://github.com/ArkaJU/Image-Colorization-CycleGAN

Colorization of grayscale images using CycleGAN in TensorFlow.

computer-vision cyclegan deep-learning generative-adversarial-network image-colorization

Last synced: 14 Nov 2024

https://github.com/pvnieo/mangan

Automatic Manga colorization using Generative Adversarial Networks.

adversarial-networks automatic-colorization deep-learning generative-adversarial-network manga python3 pytorch

Last synced: 23 Dec 2024

https://github.com/bes-dev/haar_pytorch

Pytorch implementation of forward and inverse Haar Wavelets 2D

computer-vision deeplearning generative-adversarial-network pytorch

Last synced: 13 Oct 2024

https://github.com/aalind0/GAN-auto-write

Generative Adversarial Network that learns to generate handwritten digits. (Learning Purposes)

deep-learning gan generative-adversarial-network tensorflow

Last synced: 29 Nov 2024

https://github.com/zhenye-na/pokemon-gan

🐼 Generating new Pokemons with Wasserstein DCGAN | TensorFlow Implementation

dcgan generative-adversarial-network pokemon-gan pytorch tensorflow

Last synced: 12 Nov 2024

https://github.com/vict0rsch/pytorch-fid-wrapper

A simple wrapper around @mseitzer's great pytorch-fid work to compute Fréchet Inception Distance in-memory from batches of images, using PyTorch

fid generative-adversarial-network python pytorch

Last synced: 09 Nov 2024

https://github.com/neuralchen/sngan_projection

An unofficial PyTorch implementation of SNGAN (ICLR 2018) and cGANs with projection discriminator (ICLR 2018)

cgan cifar10 conditional-gan deep-learning gan generative-adversarial-network

Last synced: 13 Nov 2024

https://github.com/hrolive/applications-of-ai-for-anomaly-detection

Nvidia DLI workshop on AI-based anomaly detection techniques using GPU-accelerated XGBoost, deep learning-based autoencoders, and generative adversarial networks (GANs) and then implement and compare supervised and unsupervised learning techniques.

anomaly-detection autoencoders deep-learning generative-adversarial-network keras machine-learning notebook nvidia-gpu pandas python rapids tensorflow xgboost

Last synced: 09 Nov 2024

https://github.com/fitushar/study-of-low-dose-to-high-dose-ct-using-supervised-learning-with-gan-and-virtual-imaging-trials

Computed tomography (CT) is one of the most widely used radiography exams worldwide for different diagnostic applications. However, CT scans involve ioniz- ing radiational exposure, which raises health concerns. Counter-intuitively, low- ering the adequate CT dose level introduces noise and reduces the image quality, which may impact clinical diagnosis. This study analyzed the feasibility of using a conditional generative adversarial network (cGAN) called pix2pix to learn the mapping from low dose to high dose CT images under different conditions. This study included 270 three-dimensional (3D) CT scan images (85,050 slices) from 90 unique patients imaged virtually using virtual imaging trials platform for model development and testing. Performance was reported as peak signal-to-noise ra- tio (PSNR) and structural similarity index measure (SSIM). Experimental results demonstrated that mapping a single low-dose CT to high-dose CT and weighted two low-dose CTs to high-dose CT have comparable performances using pix2pix CGAN and applicability of using VITs

ct deep-learning denoising gan generative-adversarial-network pix2pix pix2pix-tensorflow

Last synced: 01 Jan 2025

https://github.com/sylvaincom/medgan-tips

[Python] Additional works on Edward Choi's medGAN (generative adversarial network for electronic health records). In particular: boosting the prediction score using dataset augmentation.

dataset-augmentation electronic-health-records gan gans generative-adversarial-network generative-adversarial-networks medgan

Last synced: 15 Oct 2024

https://github.com/rkansal47/mpgan

The message passing GAN https://arxiv.org/abs/2106.11535 and generative adversarial particle transformer https://arxiv.org/abs/2211.10295 architectures for generating particle clouds

attention deep-learning generative-adversarial-network graph-neural-networks hep-ex machine-learning physics pytorch simulation transformers

Last synced: 13 Jan 2025

https://github.com/mingtaoguo/cartoonbank

We are committed to building an cartoon community using deep generative models

cartoonify generative-adversarial-network generative-art toonify

Last synced: 20 Nov 2024

https://github.com/naoto0804/chainer-cyclegan

Unofficial chainer implementation of 'Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks' [Zhu+, ICCV2017]

chainer cnn cyclegan deep-learning generative-adversarial-network image-translation

Last synced: 17 Dec 2024

https://github.com/Kaminyou/Dense-Normalization

[ECCV 2024] Official implementation of "Every Pixel Has its Moments: Ultra-High-Resolution Unpaired Image-to-Image Translation via Dense Normalization"

computer-vision eccv2024 generative-adversarial-network generative-model high-resolution-image image-to-image-translation parallelism

Last synced: 31 Oct 2024

https://github.com/shashwath94/semisupervised-learning-with-dcgans

Using DCGANs to learn useful representations during the adversarial training process and using the learned features to classify images with relatively little training data

deeplearning generative-adversarial-network keras semi-supervised-learning

Last synced: 03 Jan 2025

https://github.com/idsia/fpainter

Official repository for the paper "Images as Weight Matrices: Sequential Image Generation Through Synaptic Learning Rules" (ICLR 2023)

fast-weight-programmers fast-weights generative-adversarial-network image-generation neural-learning-rules transformers

Last synced: 11 Nov 2024

https://github.com/amirzenoozi/argan

[Open Source]. ARGAN - The improved version of AnimeGAN. Landscape photos/videos to anime

animation anime argan gan generative-adversarial-network resnet-101 resnet-18 resnet-34 resnet-50 style-transfer tensorflow tensorflow2 vgg19 vide-generation video

Last synced: 20 Nov 2024

https://github.com/adityajn105/facegan-generating-random-faces

Generate Random Faces which do not exists. I trained a Deep Convolution GAN (DCGAN) on 100k celebrities photos.

dcgan face-generation gan generative-adversarial-network unsupervised-deep-learning

Last synced: 15 Nov 2024

https://github.com/gtesei/ccyclegan

Conditional Cycle-Consistent Generative Adversarial Networks (CCycleGAN)

conditional-gans cycle-consistent-gan fer2013 generative-adversarial-network keras-tensorflow

Last synced: 12 Nov 2024

https://github.com/soumik12345/animegan

A Deep Convolutional Generative Adversarial Network to generate Faces of Anime Characters

anime convolutional-neural-networks dcgan dcgan-tensorflow face gan generative-adversarial-network keras python tensorflow

Last synced: 07 Jan 2025

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> 448 <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 52 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 ICLR 2020 25