The Top 550 Generative Model Open Source Projects on Github

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The Top 550 Generative Model Open Source Projects on Github

Categories > Machine Learning > Generative Model

First Order Model ⭐ 11,893

This repository contains the source code for the paper First Order Motion Model for Image Animation

Dcgan Tensorflow ⭐ 6,761

A tensorflow implementation of "Deep Convolutional Generative Adversarial Networks"

Generative Models ⭐ 6,010

Collection of generative models, e.g. GAN, VAE in Pytorch and Tensorflow.

Stargan ⭐ 4,829

StarGAN - Official PyTorch Implementation (CVPR 2018)

Jukebox ⭐ 4,560

Code for the paper "Jukebox: A Generative Model for Music"

Tensorflow Generative Model Collections ⭐ 3,570

Collection of generative models in Tensorflow

[CVPR2020] Adversarial Latent Autoencoders

Stargan V2 ⭐ 2,647

StarGAN v2 - Official PyTorch Implementation (CVPR 2020)

Stylegan2 Pytorch ⭐ 2,532

Simplest working implementation of Stylegan2, state of the art generative adversarial network, in Pytorch. Enabling everyone to experience disentanglement

Zhusuan ⭐ 1,849

A probabilistic programming library for Bayesian deep learning, generative models, based on Tensorflow

Torchgan ⭐ 1,218

Research Framework for easy and efficient training of GANs based on Pytorch

Discogan Pytorch ⭐ 928

PyTorch implementation of "Learning to Discover Cross-Domain Relations with Generative Adversarial Networks"

Began Tensorflow ⭐ 910

Tensorflow implementation of "BEGAN: Boundary Equilibrium Generative Adversarial Networks"

Adain Style ⭐ 902

Arbitrary Style Transfer in Real-time with Adaptive Instance Normalization

Awesome Semi Supervised Learning ⭐ 885

😎 An up-to-date & curated list of awesome semi-supervised learning papers, methods & resources.

Delving Deep Into Gans ⭐ 817

Generative Adversarial Networks (GANs) resources sorted by citations

Instagan ⭐ 784

InstaGAN: Instance-aware Image Translation (ICLR 2019)

Continual Learning ⭐ 682

PyTorch implementation of various methods for continual learning (XdG, EWC, online EWC, SI, LwF, GR, GR+distill, RtF, ER, A-GEM, iCaRL).

Giraffe ⭐ 636

This repository contains the code for the CVPR 2021 paper "GIRAFFE: Representing Scenes as Compositional Generative Neural Feature Fields"

Speech Enhancement Generative Adversarial Network in TensorFlow

AutoVC: Zero-Shot Voice Style Transfer with Only Autoencoder Loss

Semi Supervised Pytorch ⭐ 554

Implementations of various VAE-based semi-supervised and generative models in PyTorch

Simulated Unsupervised Tensorflow ⭐ 548

TensorFlow implementation of "Learning from Simulated and Unsupervised Images through Adversarial Training"

Sentence Vae ⭐ 506

PyTorch Re-Implementation of "Generating Sentences from a Continuous Space" by Bowman et al 2015 https://arxiv.org/abs/1511.06349

Curated List Of Awesome 3d Morphable Model Software And Data ⭐ 494

The idea of this list is to collect shared data and algorithms around 3D Morphable Models. You are invited to contribute to this list by adding a pull request. The original list arised from the Dagstuhl seminar on 3D Morphable Models https://www.dagstuhl.de/19102 in March 2019.

Molecular Sets (MOSES): A Benchmarking Platform for Molecular Generation Models

Mimicry ⭐ 475

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

Pixel Rnn Tensorflow ⭐ 474

Dancenet ⭐ 453

DanceNet -💃💃Dance generator using Autoencoder, LSTM and Mixture Density Network. (Keras)

KakaoBrain KoGPT (Korean Generative Pre-trained Transformer)

Awesome Vaes ⭐ 448

A curated list of awesome work on VAEs, disentanglement, representation learning, and generative models.

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

Measures and metrics for image2image tasks. PyTorch.

Generative Models ⭐ 414

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

Dl_topics ⭐ 402

List of DL topics and resources essential for cracking interviews

Probabilistic_unet ⭐ 400

A U-Net combined with a variational auto-encoder that is able to learn conditional distributions over semantic segmentations.

Joint Vae ⭐ 384

Pytorch implementation of JointVAE, a framework for disentangling continuous and discrete factors of variation 🌟

Texturize ⭐ 376

🤖🖌️ Generate photo-realistic textures based on source images. Remix, remake, mashup! Useful if you want to create variations on a theme or elaborate on an existing texture.

Score_sde ⭐ 361

Official code for Score-Based Generative Modeling through Stochastic Differential Equations (ICLR 2021, Oral)

Torch Fidelity ⭐ 318

High-fidelity performance metrics for generative models in PyTorch

Pytorch Vqvae ⭐ 306

Vector Quantized VAEs - PyTorch Implementation

Noise Conditional Score Networks (NeurIPS 2019, Oral)

Focal Frequency Loss ⭐ 286

[ICCV 2021] Focal Frequency Loss for Image Reconstruction and Synthesis

Efficient Graph Generation with Graph Recurrent Attention Networks, Deep Generative Model of Graphs, Graph Neural Networks, NeurIPS 2019

Generative Query Network Pytorch ⭐ 274

Generative Query Network (GQN) in PyTorch as described in "Neural Scene Representation and Rendering"

Generative_models_tutorial_with_demo ⭐ 268

Generative Models Tutorial with Demo: Bayesian Classifier Sampling, Variational Auto Encoder (VAE), Generative Adversial Networks (GANs), Popular GANs Architectures, Auto-Regressive Models, Important Generative Model Papers, Courses, etc..

Deep Generative Models For Natural Language Processing ⭐ 262

DGMs for NLP. A roadmap.

Neuraldialog Cvae ⭐ 261

Tensorflow Implementation of Knowledge-Guided CVAE for dialog generation ACL 2017. It is released by Tiancheng Zhao (Tony) from Dialog Research Center, LTI, CMU

Stacked Generative Adversarial Networks

Score_sde_pytorch ⭐ 224

PyTorch implementation for Score-Based Generative Modeling through Stochastic Differential Equations (ICLR 2021, Oral)

Tensorflow Implementation of Wasserstein GAN (and Improved version in wgan_v2)

Tf Vqvae ⭐ 205

Tensorflow Implementation of the paper [Neural Discrete Representation Learning](https://arxiv.org/abs/1711.00937) (VQ-VAE).

Triple Gan ⭐ 199

Triple-GAN: a unified framework for classification and class-conditional generation in semi-supervised learing

Denoising Diffusion Pytorch ⭐ 199

Implementation of Denoising Diffusion Probabilistic Model in Pytorch

Variational Ladder Autoencoder ⭐ 198

Implementation of VLAE

Freezed ⭐ 197

Freeze the Discriminator: a Simple Baseline for Fine-Tuning GANs (CVPRW 2020)

Neuralnetworks.thought Experiments ⭐ 196

Observations and notes to understand the workings of neural network models and other thought experiments using Tensorflow

Pytorch Generative ⭐ 194

Easy generative modeling in PyTorch.

Voxel Flow ⭐ 193

Video Frame Synthesis using Deep Voxel Flow (ICCV 2017 Oral)

GIF is a photorealistic generative face model with explicit 3D geometric and photometric control.

Generalization Causality ⭐ 189

关于domain generalization，domain adaptation，causality，robutness，prompt，optimization，generative model各式各样研究的阅读笔记

Sparse Evolutionary Artificial Neural Networks ⭐ 187

Always sparse. Never dense. But never say never. A Sparse Training repository for the Adaptive Sparse Connectivity concept and its algorithmic instantiation, i.e. Sparse Evolutionary Training, to boost Deep Learning scalability on various aspects (e.g. memory and computational time efficiency, representation and generalization power).

A stable algorithm for GAN training

Vincent Ai Artist ⭐ 173

Style transfer using deep convolutional neural nets

Twostagevae ⭐ 160

Msg Net ⭐ 153

Multi-style Generative Network for Real-time Transfer

Vae_vampprior ⭐ 151

Code for the paper "VAE with a VampPrior", J.M. Tomczak & M. Welling

Deceived ⭐ 148

[NeurIPS 2021] Deceive D: Adaptive Pseudo Augmentation for GAN Training with Limited Data

Gesturegan ⭐ 147

[ACM MM 2018 Oral] GestureGAN for Hand Gesture-to-Gesture Translation in the Wild

Single cell perturbation prediction

Disentangled Person Image Generation ⭐ 143

Tensorflow implementation of CVPR 2018 paper "Disentangled Person Image Generation"

Pytorch implementation of Generated Image Quality Assessment

Vae Seq ⭐ 137

Variational Auto-Encoders in a Sequential Setting.

Portaspeech ⭐ 136

PyTorch Implementation of PortaSpeech: Portable and High-Quality Generative Text-to-Speech

Semantic_image_inpainting ⭐ 132

Semantic Image Inpainting

Conditional Gan ⭐ 130

Anime Generation

Net2net ⭐ 128

Network-to-Network Translation with Conditional Invertible Neural Networks

Generative 3d Part Assembly ⭐ 125

Generative 3D Part Assembly via Dynamic Graph Learning, NeurIPS 2020

Gradient Origin Networks - a new type of generative model that is able to quickly learn a latent representation without an encoder

Cramer Gan ⭐ 123

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

Synthesize3dviadepthorsil ⭐ 121

[CVPR 2017] Generation and reconstruction of 3D shapes via modeling multi-view depth maps or silhouettes

Generative Evaluation Prdc ⭐ 121

Code base for the precision, recall, density, and coverage metrics for generative models. ICML 2020.

A Nice Mc ⭐ 116

Code for "A-NICE-MC: Adversarial Training for MCMC"

Grabnet ⭐ 115

GrabNet: A Generative model to generate realistic 3D hands grasping unseen objects (ECCV2020)

Code for reproducing Flow ++ experiments

Normalizing Flows ⭐ 112

Neural Spline Flow, RealNVP, Autoregressive Flow, 1x1Conv in PyTorch.

Mine Mutual Information Neural Estimation ⭐ 110

A pytorch implementation of MINE(Mutual Information Neural Estimation)

Implementation of "MelNet: A Generative Model for Audio in the Frequency Domain"

[CVPR 2020] Local Class-Specific and Global Image-Level Generative Adversarial Networks for Semantic-Guided Scene Generation

Inr Gan ⭐ 107

Adversarial Generation of Continuous Images [CVPR 2021]

Torch Gqn ⭐ 106

PyTorch Implementation of Generative Query Network

Official implementation of the RAVE model: a Realtime Audio Variational autoEncoder

Unsupervised learning and generative models in python/pytorch.

Periodic Spatial Generative Adversarial Networks

Coursera Gan Specialization ⭐ 93

Programming assignments and quizzes from all courses within the GANs specialization offered by deeplearning.ai

Deep Markov Models

Diffusion Point Cloud ⭐ 90

💭 Diffusion Probabilistic Models for 3D Point Cloud Generation (CVPR 2021)

Eccv16_attr2img ⭐ 90

Torch Implemention of ECCV'16 paper: Attribute2Image

The official PyTorch implementation for NCSNv2 (NeurIPS 2020)

Official PyTorch implementation of LF-Font (Few-shot Font Generation with Localized Style Representations and Factorization) AAAI 2021

1-100 of 550 projects

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Advertising 📦 9

Application Programming Interfaces 📦 120

Applications 📦 181

Artificial Intelligence 📦 72

Blockchain 📦 70

Build Tools 📦 111

Cloud Computing 📦 79

Code Quality 📦 28

Collaboration 📦 30

Command Line Interface 📦 48

Community 📦 81

Companies 📦 60

Compilers 📦 60

Computer Science 📦 74

Configuration Management 📦 39

Content Management 📦 167

Control Flow 📦 197

Data Formats 📦 77

Data Processing 📦 266

Data Storage 📦 132

Economics 📦 60

Frameworks 📦 198

Graphics 📦 103

Hardware 📦 148

Integrated Development Environments 📦 47

Learning Resources 📦 147

Libraries 📦 119

Lists Of Projects 📦 21

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Networking 📦 304

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Science 📦 42

Security 📦 375

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Software Architecture 📦 70

Software Development 📦 68

Software Performance 📦 57

Software Quality 📦 127

Text Editors 📦 45

Text Processing 📦 131

User Interface 📦 310

User Interface Components 📦 465

Version Control 📦 29

Virtualization 📦 68

Web Browsers 📦 38

Web Servers 📦 25

Web User Interface 📦 194

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