Variational Autoencoder Models Generative AI Tools

Implementations and research of VAE architectures for generative tasks across domains (images, audio, sequences, graphs). Does NOT include other generative models like GANs as primary focus, nor applications using pre-built VAE libraries without model development.

There are 26 variational autoencoder models tools tracked. The highest-rated is EdoardoBotta/RQ-VAE-Recommender at 42/100 with 747 stars.

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#	Tool	Score	Tier	Stars	Language
1	EdoardoBotta/RQ-VAE-Recommender [Pytorch] Generative retrieval model using semantic IDs from "Recommender...	42	Emerging	747	Python
2	is0383kk/SymbolEmergence-VAE-GMM Symbol emergence using Variational Auto-Encoder and Gaussian Mixture Model...	34	Emerging	8	Python
3	is0383kk/Dirichlet-VAE Dirichlet-Variational Auto-Encoder by PyTorch	28	Experimental	24	Jupyter Notebook
4	Bhavik-Ardeshna/pytorch-VAE Variational Autoencoder and a Disentangled version (beta-VAE) implementation...	24	Experimental	3	Python
5	farhad-dalirani/Controllable-Face-Generation-VAE A controllable generative model using a Convolutional Variational...	23	Experimental	2	Python
6	code-with-idrees/Denoising-Autoencoder-Cifar10 PyTorch DAE that denoises CIFAR-10 images — 24.62 dB PSNR, 0.8225 SSIM, 182K...	22	Experimental	—	Jupyter Notebook
7	julian-dqtr/plasma Inferring physical plasma parameters (Frequency/Tension) and generating...	20	Experimental	1	Python
8	tiboitel/poke-vae poke-vae implements a Variational Autoencoder (VAE) in PyTorch to encode and...	20	Experimental	1	Python
9	TommasoTarchi/enc_chain Study on the loss of data variability in (generative) variational...	19	Experimental	—	Python
10	joseph-nagel/vae-intro VAEs with PyTorch + Lightning	19	Experimental	—	Jupyter Notebook
11	EdoardoBotta/Gaussian-Mixture-VAE [Pytorch] Minimal implementation of a Variational Autoencoder (VAE) with...	19	Experimental	7	Python
12	is0383kk/Pytorch_VAE-GMM Implementation of mutual learning model between VAE and GMM.	18	Experimental	29	Python
13	shawn2030/StochasticVAE Implementing a new kind of Variational AutoEncoder which works on Stochastic...	17	Experimental	2	Python
14	arghyaxcodes/Image_Generation_VAES This project demonstrates image generation using Variational Autoencoders...	16	Experimental	1	Jupyter Notebook
15	terencetaothucb/CVAE-Rapid-SOH-Estimation-for-Retired-Batteries-Using-Generated-Data Code for PulseBat dataset. We use conditional variational autoencoder to...	16	Experimental	16	Python
16	MSD-IRIMAS/SVAE-4-HMG A Supervised VAE Based Gen Model for Human Motion	15	Experimental	5	Python
17	ai4biomedicine/surgVAE JAMIA: A Novel Generative Multi-Task Representation Learning Approach for...	15	Experimental	5	Python
18	theveryhim/CVAE Generating and exploring handwritten digits from the MNIST dataset	15	Experimental	—	Jupyter Notebook
19	theveryhim/TemporalGraphVAE Capturing probabilistic dynamics in graph evolution	15	Experimental	—	Jupyter Notebook
20	mcbosch/VAE-Tutorial-Scratch Here we have the basic models to build a variational autoencoder from...	14	Experimental	—	Python
21	jaychampaneri14/autoencoder-compression Variational Autoencoder for image compression and generation	14	Experimental	—	Python
22	eren23/one_layer_image_gen A PyTorch implementation replicating the core logic of FAE (Feature...	12	Experimental	12	Jupyter Notebook
23	mdhabibi/Neural-Compression-with-Autoencoders Exploring advanced autoencoder architectures for efficient data compression...	11	Experimental	2	Jupyter Notebook
24	theveryhim/Generative-models Training a generative model(VQ-VAE) for image generation	11	Experimental	—	Jupyter Notebook
25	calebclayreagor/brain-waves-vae Variational autoencoder for zebrafish neural activity	10	Experimental	1	Python
26	msaadx/VAE-Image-Generation This repository contains an implementation of a Variational Autoencoder...	10	Experimental	1	Jupyter Notebook