44 Open Source Disentangled Representations Software Projects
Free and open source disentangled representations code projects including engines, APIs, generators, and tools.
Junyanz Von 516 ⭐
[NeurIPS 2018] Visual Object Networks: Image Generation with Disentangled 3D Representation.
Joint Vae 422 ⭐
Pytorch implementation of JointVAE, a framework for disentangling continuous and discrete factors of variation :star2:
Awesome Vaes 591 ⭐
A curated list of awesome work on VAEs, disentanglement, representation learning, and generative models.
Finegan 266 ⭐
FineGAN: Unsupervised Hierarchical Disentanglement for Fine-grained Object Generation and Discovery
Factored3D 174 ⭐
Code release for "Factoring Shape, Pose, and Layout from the 2D Image of a 3D Scene"
Factorvae 195 ⭐
Pytorch implementation of FactorVAE proposed in Disentangling by Factorising(http://arxiv.org/abs/1802.05983)
Linguistic Style Transfer 124 ⭐
Neural network parametrized objective to disentangle and transfer style and content in text
Y Ae 52 ⭐
Official Tensorflow implementation of the paper "Y-Autoencoders: disentangling latent representations via sequential-encoding", Pattern Recognition Letters (2020)
Drnet 45 ⭐
PyTorch implementation of the NIPS 2017 paper - Unsupervised Learning of Disentangled Representations from Video
Disentangled_graph_collaborative_filtering 98 ⭐
Disentagnled Graph Collaborative Filtering, SIGIR2020
Domainintersectiondifference 38 ⭐
Pytorch implementation of of "Domain Intersection and Domain Difference" (ICCV 2019)
Variational Sparse Coding 45 ⭐
Reproducing the paper "Variational Sparse Coding" for the ICLR 2019 Reproducibility Challenge
Linguistic Style Transfer Pytorch 47 ⭐
Implementation of "Disentangled Representation Learning for Non-Parallel Text Style Transfer(ACL 2019)" in Pytorch
Chyvae 18 ⭐
Code for our paper -- Hyperprior Induced Unsupervised Disentanglement of Latent Representations (AAAI 2019)
Aaai2021 260 29 ⭐
The implementation of the SHOT-VAE model in paper "SHOT-VAE: Semi-supervised Deep Generative Models With Label-aware ELBO Approximations"
Infogan Cr 37 ⭐
[ICML 2020] InfoGAN-CR and ModelCentrality: Self-supervised Model Training and Selection for Disentangling GANs
Discont 13 ⭐
Code for the paper "DisCont: Self-Supervised Visual Attribute Disentanglement using Context Vectors".
Hisd 328 ⭐
Official pytorch implementation of paper "Image-to-image Translation via Hierarchical Style Disentanglement" (CVPR 2021 Oral).
Xrenaa Disco 56 ⭐
Code for "Do Generative Models Know Disentanglement? Contrastive Learning is All You Need"
Concept Based Xai 30 ⭐
Library implementing state-of-the-art Concept-based and Disentanglement Learning methods for Explainable AI
Disent 32 ⭐
🧶 Modular VAE disentanglement framework for python built with PyTorch Lightning. Easily configured and run with Hydra config. Including metrics and datasets, with strong, weakly supervised and unsupervised methods. Early library design based off disentanglement_lib.
Idgan 24 ⭐
Official PyTorch implementation on ID-GAN: High-Fidelity Synthesis with Disentangled Representation by Lee et al., 2020.
Awesome Representation Learning Cv Paperandcode 19 ⭐
Awesome-Representation-Learning-CV-PaperAndCodes, lasted development in the representation learning area.
Cs Dismo 17 ⭐
[ICCVW 2021] Rethinking Content and Style: Exploring Bias for Unsupervised Disentanglement
Disentanglement_tutorial 21 ⭐
This repository summarizes the material gathered for the tutorial on learning disentangled representations in the imaging domain, and serves as a roadmap for the disentanglement aficionados.
Awesome Disentangled Representations 13 ⭐
A curated list of papers on disentangled representation learning inspired by https://github.com/sootlasten/disentangled-representation-papers and https://github.com/matthewvowels1/Awesome-VAEs.
Synpg 25 ⭐
Code for our EACL-2021 paper "Generating Syntactically Controlled Paraphrases without Using Annotated Parallel Pairs".