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Top 7 disentanglement open source projects

[CVPR2020] Hi-CMD: Hierarchical Cross-Modality Disentanglement for Visible-Infrared Person Re-Identification

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python shell representation-learning cvpr person-reidentification re-id disentanglement regdb person-re-identification reid person-reid cross-modality-re-identification cvpr2020 regdb-dataset sysu-features sysu-evaluation

disent

🧶 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

overlord

Official pytorch implementation of "Scaling-up Disentanglement for Image Translation", ICCV 2021.

✭ 35

python pytorch iccv image-translation image-to-image-translation generative-models disentanglement stylegan stylegan2 face-manipulations

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

spatiotemporal variable separation

Official implementation of the paper *PDE-Driven Spatiotemporal Disentanglement*

✭ 25

python deep-learning pytorch disentanglement predictive-models

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

1-7 of 7 disentanglement projects