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Top 11 disentangled-representations open source projects

🧶 Modular VAE disentanglement framework for python built with PyTorch Lightning ▸ Including metrics and datasets ▸ With strongly supervised, weakly supervised and unsupervised methods ▸ Easily configured and run with Hydra config ▸ Inspired by disentanglement_lib

✭ 41

python metrics pytorch vae metric-learning datasets representation-learning configurable autoencoders disentanglement disentangled-representations pytorch-lightning

CHyVAE

Code for our paper -- Hyperprior Induced Unsupervised Disentanglement of Latent Representations (AAAI 2019)

✭ 18

python shell paper generative-model variational-autoencoder disentangled-representations latent-representations

DRNET

PyTorch implementation of the NIPS 2017 paper - Unsupervised Learning of Disentangled Representations from Video

✭ 45

python lua shell pytorch unsupervised-learning disentangled-representations drnet video-representation adversarial-loss

deep-active-inference-mc

Deep active inference agents using Monte-Carlo methods

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python cognitive-science variational-inference monte-carlo-tree-search monte-carlo-methods machine-learning-models variational-autoencoders dsprites disentangled-representations model-based-reinforcement-learning active-inference animal-ai cognitive-architectures

linguistic-style-transfer-pytorch

Implementation of "Disentangled Representation Learning for Non-Parallel Text Style Transfer(ACL 2019)" in Pytorch

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python acl pytorch style-transfer natural-language-generation adversarial-learning variational-autoencoder disentanglement disentangled-representations text-style-transfer latent-representations

synpg

Code for our EACL-2021 paper "Generating Syntactically Controlled Paraphrases without Using Annotated Parallel Pairs".

✭ 30

python shell paraphrase-generation disentangled-representations

DisCont

Code for the paper "DisCont: Self-Supervised Visual Attribute Disentanglement using Context Vectors".

✭ 13

python disentanglement center-loss context-vectors disentangled-representations contrastive-loss self-supervised-learning visual-attributes contrastive-learning

concept-based-xai

Library implementing state-of-the-art Concept-based and Disentanglement Learning methods for Explainable AI

✭ 41

python shell library weak-supervision vae concept concept-extraction weakly-supervised-learning interpretability disentanglement model-explanation explainable-ai disentangled-representations xai explainability concept-explanation

disentangled graph collaborative filtering

Disentagnled Graph Collaborative Filtering, SIGIR2020

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python collaborative-filtering recommender-system recommendation distance-correlation disentangled-representations neural-collaborative-filtering graph-neural-networks personalized-recommendation sigir2020 disentangled-graph-neural-networks independence-modeling

CS-DisMo

[ICCVW 2021] Rethinking Content and Style: Exploring Bias for Unsupervised Disentanglement

✭ 20

deep-learning pytorch unsupervised-learning image-translation disentangled-representations content-style

DeFMO

[CVPR 2021] DeFMO: Deblurring and Shape Recovery of Fast Moving Objects

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python shell deep-learning dataset semi-supervised-learning motion-blur deblurring synthetic-dataset-generation disentangled-representations temporal-super-resolution cvpr2021 fast-moving-objects

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