The Top 81 Generative Model Open Source Projects

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Computer Science 📦 80

Configuration Management 📦 42

Content Management 📦 175

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Data Processing 📦 276

Data Storage 📦 135

Economics 📦 64

Frameworks 📦 215

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Integrated Development Environments 📦 49

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Lists Of Projects 📦 22

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Software Architecture 📦 72

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Software Performance 📦 58

Software Quality 📦 133

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Text Processing 📦 136

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User Interface Components 📦 514

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The Top 81 Generative Model Open Source Projects

Categories > Machine Learning > Generative Model

First Order Model ⭐ 10,942

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

Dcgan Tensorflow ⭐ 6,841

A tensorflow implementation of "Deep Convolutional Generative Adversarial Networks"

Generative Models ⭐ 6,490

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

Jukebox ⭐ 4,282

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

Tensorflow Generative Model Collections ⭐ 3,734

Collection of generative models in Tensorflow

[CVPR2020] Adversarial Latent Autoencoders

Stylegan2 Pytorch ⭐ 1,998

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

Torchgan ⭐ 1,161

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

Adain Style ⭐ 1,067

Arbitrary Style Transfer in Real-time with Adaptive Instance Normalization

Discogan Pytorch ⭐ 963

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

Began Tensorflow ⭐ 906

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

Delving Deep Into Gans ⭐ 835

Generative Adversarial Networks (GANs) resources sorted by citations

Speech Enhancement Generative Adversarial Network in TensorFlow

Awesome Semi Supervised Learning ⭐ 588

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

Simulated Unsupervised Tensorflow ⭐ 557

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

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

Pixel Rnn Tensorflow ⭐ 479

Dancenet ⭐ 472

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

Sentence Vae ⭐ 471

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

Awesome Vaes ⭐ 438

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

Curated List Of Awesome 3d Morphable Model Software And Data ⭐ 390

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.

Texturize ⭐ 370

🤖🖌️ 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.

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

Neuraldialog Cvae ⭐ 283

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

Generative_models_tutorial_with_demo ⭐ 282

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..

Stacked Generative Adversarial Networks

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

Tf Vqvae ⭐ 229

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

Deep Generative Models For Natural Language Processing ⭐ 211

DGMs for NLP. A roadmap.

Triple Gan ⭐ 204

See Triple-GAN-V2 in PyTorch: https://github.com/taufikxu/Triple-GAN

Neuralnetworks.thought Experiments ⭐ 200

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

Variational Ladder Autoencoder ⭐ 197

Implementation of VLAE

Voxel Flow ⭐ 193

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

A stable algorithm for GAN training

Vincent Ai Artist ⭐ 177

Style transfer using deep convolutional neural nets

Vae_vampprior ⭐ 174

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

Mine Mutual Information Neural Estimation ⭐ 173

A pytorch implementation of MINE(Mutual Information Neural Estimation)

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

Disentangled Person Image Generation ⭐ 159

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

Msg Net ⭐ 153

Multi-style Generative Network for Real-time Transfer

Semantic_image_inpainting ⭐ 144

Semantic Image Inpainting

Conditional Gan ⭐ 142

Anime Generation

Gesturegan ⭐ 138

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

Net2net ⭐ 128

Network-to-Network Translation with Conditional Invertible Neural Networks

Generative 3d Part Assembly ⭐ 124

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

Cramer Gan ⭐ 123

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

Single cell perturbation prediction

Torch Gqn ⭐ 120

PyTorch Implementation of Generative Query Network

Generative Evaluation Prdc ⭐ 118

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

Periodic Spatial Generative Adversarial Networks

Pytorch implementation of Generated Image Quality Assessment

Paysage ⭐ 109

Unsupervised learning and generative models in python/pytorch.

Deep Markov Models

Spectralnormalizationkeras ⭐ 102

Spectral Normalization for Keras Dense and Convolution Layers

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

Inr Gan ⭐ 101

Adversarial Generation of Continuous Images [CVPR 2021]

Rnn Handwriting Generation ⭐ 91

Handwriting generation by RNN with TensorFlow, based on "Generating Sequences With Recurrent Neural Networks" by Alex Graves

Vae For Image Generation ⭐ 90

Implemented Variational Autoencoder generative model in Keras for image generation and its latent space visualization on MNIST and CIFAR10 datasets

Generating Devanagari Using Draw ⭐ 83

PyTorch implementation of DRAW: A Recurrent Neural Network For Image Generation trained on Devanagari dataset.

Attend_infer_repeat ⭐ 82

A Tensorfflow implementation of Attend, Infer, Repeat

Sem Pcyc ⭐ 81

PyTorch implementation of the paper "Semantically Tied Paired Cycle Consistency for Zero-Shot Sketch-based Image Retrieval", CVPR 2019.

Markov Chain Gan ⭐ 76

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

Pytorch Pix2pix ⭐ 76

Pytorch implementation of pix2pix for various datasets.

Variational Autoencoder trained by Feature Perceputal Loss

Conditional Animegan ⭐ 70

Conditional GAN for Anime face generation.

Frechet Inception Distance ⭐ 66

CPU/GPU/TPU implementation of the Fréchet Inception Distance

Code for reproducing results in "Generative Model with Dynamic Linear Flow"

A deep generative model library in Theano and Lasagne

Vae_protein_function ⭐ 59

Protein function prediction using a variational autoencoder

CSGNet: Neural Shape parser for Constructive Solid Geometry

Li_emnlp_2017 ⭐ 56

Deep Recurrent Generative Decoder for Abstractive Text Summarization in DyNet

The notes for Math, Machine Learning, Deep Learning and Research papers.

Ligdream ⭐ 48

Novel molecules from a reference shape!

Official implementation of the paper Stochastic Latent Residual Video Prediction

Pytorch Mnist Vae ⭐ 36

Wavegan Pytorch ⭐ 33

PyTorch implementation of " Synthesizing Audio with Generative Adversarial Networks"

Dcgan Pytorch ⭐ 33

PyTorch Implementation of DCGAN trained on the CelebA dataset.

Ali Pytorch ⭐ 27

Adversarially Learned Inference in Pytorch

Mnist_inception_score ⭐ 26

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

Simple Variational Autoencoder ⭐ 22

A VAE written entirely in Numpy/Cupy

ICML 2019. Turn a pre-trained GAN model into a content-addressable model without retraining.

1-81 of 81 projects

Advertising 📦 10

Application Programming Interfaces 📦 124

Applications 📦 192

Artificial Intelligence 📦 78

Blockchain 📦 73

Build Tools 📦 113

Cloud Computing 📦 80

Code Quality 📦 28

Collaboration 📦 32

Command Line Interface 📦 49

Community 📦 83

Companies 📦 60

Compilers 📦 63

Computer Science 📦 80

Configuration Management 📦 42

Content Management 📦 175

Control Flow 📦 213

Data Formats 📦 78

Data Processing 📦 276

Data Storage 📦 135

Economics 📦 64

Frameworks 📦 215

Graphics 📦 110

Hardware 📦 152

Integrated Development Environments 📦 49

Learning Resources 📦 166

Libraries 📦 129

Lists Of Projects 📦 22

Machine Learning 📦 347

Mapping 📦 64

Marketing 📦 15

Mathematics 📦 55

Messaging 📦 98

Networking 📦 315

Operating Systems 📦 89

Operations 📦 121

Package Managers 📦 55

Programming Languages 📦 245

Runtime Environments 📦 100

Science 📦 42

Security 📦 396

Social Media 📦 27

Software Architecture 📦 72

Software Development 📦 72

Software Performance 📦 58

Software Quality 📦 133

Text Editors 📦 49

Text Processing 📦 136

User Interface 📦 330

User Interface Components 📦 514

Version Control 📦 30

Virtualization 📦 71

Web Browsers 📦 42

Web Servers 📦 26

Web User Interface 📦 210