disentanglement

There are 4 repositories under disentanglement topic.

YannDubs / disentangling-vae
Experiments for understanding disentanglement in VAE latent representations
beta-vae factor-vae vae variational-autoencoder unsupervised-learning celeba dsprites beta-tcvae disentangled-representations chairs-dataset mnist fashion-mnist representation-learning reproducible-research deep-learning pytorch disentanglement
Language:Python 777
matthewvowels1 / Awesome-VAEs
A curated list of awesome work on VAEs, disentanglement, representation learning, and generative models.
vae variational-autoencoder awesome-list disentanglement disentangled-representations representation-learning deep-learning generative-model unsupervised-learning variational-inference variational-auto-encoder variational-bayes
760
google-deepmind / dsprites-dataset
Dataset to assess the disentanglement properties of unsupervised learning methods
beta-vae dataset disentanglement dsprites vae
Language:Jupyter Notebook 470
Schlumberger / joint-vae
Pytorch implementation of JointVAE, a framework for disentangling continuous and discrete factors of variation :star2:
disentangled-representations disentanglement gumbel-softmax vae generative-models pytorch
Language:Jupyter Notebook 458
miyosuda / disentangled_vae
Replicating "Understanding disentangling in β-VAE"
beta-vae disentanglement dsprites vae
Language:Python 192
tlgan
harskish / tlgan
Time-Lapse Disentanglement With Conditional GANs [SIGGRAPH 2022]
disentanglement generative-adversarial-network time-lapse timelapse
Language:Python 176
nmichlo / 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
autoencoders configurable datasets disentangled-representations disentanglement metric-learning metrics python python3 pytorch pytorch-lightning representation-learning vae
Language:Python 117
chemCPA
theislab / chemCPA
Code for "Predicting Cellular Responses to Novel Drug Perturbations at a Single-Cell Resolution", NeurIPS 2022.
disentanglement drug-discovery genomics perturbation single-cell transfer-learning
Language:Jupyter Notebook 88
bismex / HiCMD
[CVPR2020] Hi-CMD: Hierarchical Cross-Modality Disentanglement for Visible-Infrared Person Re-Identification
person-re-identification person-reidentification person-reid reid re-id cross-modality-re-identification disentanglement representation-learning cvpr2020 cvpr regdb regdb-dataset sysu-features sysu-evaluation
Language:Python 78
MehdiZouitine / Learning-Disentangled-Representations-via-Mutual-Information-Estimation
Pytorch implementation of Learning Disentangled Representations via Mutual Information Estimation (ECCV 2020)
deep-learning disentangled-representations disentanglement gan generative-adversarial-network mutual-information pytorch representation-learning
Language:Python 69
tsinghua-fib-lab / CLSR
The official implementation of "Disentangling Long and Short-Term Interests for Recommendation" (WWW '22)
recommender-system recommendation contrastive-learning disentanglement disentangled-representations
Language:Python 69
csyxwei / OroJaR
Orthogonal Jacobian Regularization for Unsupervised Disentanglement in Image Generation (ICCV 2021)
iccv2021 disentanglement
Language:Python 68
h3lio5 / linguistic-style-transfer-pytorch
Implementation of "Disentangled Representation Learning for Non-Parallel Text Style Transfer(ACL 2019)" in Pytorch
style-transfer pytorch latent-representations text-style-transfer variational-autoencoder adversarial-learning disentangled-representations disentanglement acl natural-language-generation
Language:Python 68
vios-s / disentanglement_tutorial
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.
disentanglement disentangled-representations content-style-disentanglement computer-vision-application medical-imaging-application
55
jkkummerfeld / irc-disentanglement
Dataset and model for disentangling chat on IRC
dataset nlp natural-language-processing neural-network dynet irc dialogue dialog disentanglement
Language:Python 52
dmitrykazhdan / concept-based-xai
Library implementing state-of-the-art Concept-based and Disentanglement Learning methods for Explainable AI
vae xai concept explainability interpretability model-explanation explainable-ai concept-extraction concept-explanation disentangled-representations disentanglement weakly-supervised-learning weak-supervision library
Language:Python 50
avivga / overlord
Official pytorch implementation of "Scaling-up Disentanglement for Image Translation", ICCV 2021.
generative-models disentanglement image-translation iccv pytorch image-to-image-translation face-manipulations stylegan stylegan2
Language:Python 46
fjxmlzn / InfoGAN-CR
[ICML 2020] InfoGAN-CR and ModelCentrality: Self-supervised Model Training and Selection for Disentangling GANs
disentanglement infogan-cr contrastive-regularizers gan gans generative-adversarial-network model-selection model-centrality metrics 3d-teapot celeba dsprites disentangled-representations disentangled representation factorvae-metric betavae-metric dci sap mig
Language:Python 41
vectominist / spin
Official code for Interspeech 2023 paper "Self-supervised Fine-tuning for Improved Content Representations by Speaker-invariant Clustering"
clustering disentanglement self-supervised-learning speech-processing speech-recognition
Language:Python 37
JeremDona / spatiotemporal_variable_separation
Official implementation of the paper *PDE-Driven Spatiotemporal Disentanglement*
pytorch deep-learning predictive-models disentanglement
Language:Python 27
dmelodies_dataset
ashispati / dmelodies_dataset
Dataset to study disentanglement in the context of symbolic music. Published as an ISMIR'20 paper titled: "dMelodies: A Music Dataset for Disentanglement Learning"
disentanglement disentanglement-learning dataset
Language:Python 26
avivga / zerodim
Official pytorch implementation of "An Image is Worth More Than a Thousand Words: Towards Disentanglement in the Wild", NeurIPS 2021.
pytorch neurips disentanglement image-manipulation face-manipulation generative-models stylegan stylegan2
Language:Python 23
mmrl / disent-and-gen
Code from the article: "The Role of Disentanglement in Generalisation" (ICLR, 2021).
generative-model psychology generalisation generalization pytorch disentanglement vae beta-vae deep-learning machine-learning variational-autoencoder
Language:Jupyter Notebook 22
rpatrik96 / ima-vae
This is the code for the paper Embrace the Gap: VAEs perform Independent Mechanism Analysis, showing that optimizing the ELBO is equivalent to optimizing the IMA-regularized log-likelihood under certain assumptions (e.g., small decoder variance).
pytorch vae independent-component-analysis pytorch-lightning variational-autoencoder variational-inference disentanglement dsprites ica wandb
Language:Jupyter Notebook 22
astra-vision / GuidedDisent
[TPAMI 2023] Code for inference of our TPAMI and ECCV papers on model-guided disentanglement for GANs.
disentangled-representations disentanglement disentanglement-learning eccv gan gans generative-adversarial-network physics physics-deep-learning rain raindrop tpami tpami2023
Language:Python 21
changdaeoh / FarconVAE
Official implementation for KDD'22 paper "Learning Fair Representation via Distributional Contrastive Disentanglement"
contrastive-learning deep-learning disentanglement fairness invariant-representation machine-learning variational-autoencoder
Language:Python 21
matching-with-gans
csinva / matching-with-gans
Matching in GAN latent space for better bias benchmarking and semantic image editing. 👶🏻🧒🏾👩🏼‍🦰👱🏽‍♂️👴🏾
disentanglement neural-network fairness facial-recognition ai ml bias causal-inference deep-learning computer-vision gan stylegan2 pytorch python3
Language:Jupyter Notebook 19
zhihengli-UR / discover_unknown_biases
Official code of "Discover the Unknown Biased Attribute of an Image Classifier" (ICCV 2021)
disentanglement ai-fairness bias-detection stylegan responsible-ai trustworthy-ai
Language:Python 19
koukyo1994 / awesome-disentangled-representations
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.
awesome-list disentangled-representations disentanglement vae variational-autoencoder
18
ema-marconato / reasoning-shortcuts
Codebase for the paper: Not All Neuro-Symbolic Concepts Are Created Equal: Analysis and Mitigation of Reasoning Shortcuts
concept concepts neurosymbolic vae vae-pytorch xai disentangled-representations disentanglement identifiability supervised-learning unsupervised-learning neurips2023
Language:Python 15
sarthak268 / DisCont
PyTorch Implementation for the paper "DisCont: Self-Supervised Visual Attribute Disentanglement using Context Vectors" (ECCVW'20).
contrastive-learning contrastive-loss disentanglement disentangled-representations center-loss self-supervised-learning visual-attributes context-vectors
Language:Python 14
gvalvano / sdtnet
Spatial Decomposition and Transformation Network - TensorFlow
deep-learning disentangled-representations disentanglement medical-imaging semantic-segmentation semi-supervised-learning tensorflow
Language:Python 13
avivga / lord-pytorch
Official pytorch re-implementation of "Demystifying Inter-Class Disentanglement", ICLR 2020.
pytorch iclr image-translation image-to-image-translation disentanglement generative-models
Language:Python 12
gvalvano / sdnet
Spatial Decomposition Network - TensorFlow
deep-learning tensorflow disentangled-representations disentanglement medical-imaging semantic-segmentation semi-supervised-learning
Language:Python 9
gautam0707 / CANDLE
An Image Dataset for Causal Analysis in Disentangled Representations
disentanglement causality computer-vision deep-learning
8
mseitzer / neurips2019-disentanglement-challenge
disentangled-representations disentanglement neurips-2019 variational-autoencoder
Language:Python 8

disentanglement

YannDubs / disentangling-vae

matthewvowels1 / Awesome-VAEs

google-deepmind / dsprites-dataset

Schlumberger / joint-vae

miyosuda / disentangled_vae

harskish / tlgan

nmichlo / disent

theislab / chemCPA

bismex / HiCMD

MehdiZouitine / Learning-Disentangled-Representations-via-Mutual-Information-Estimation

tsinghua-fib-lab / CLSR

csyxwei / OroJaR

h3lio5 / linguistic-style-transfer-pytorch

vios-s / disentanglement_tutorial

jkkummerfeld / irc-disentanglement

dmitrykazhdan / concept-based-xai

avivga / overlord

fjxmlzn / InfoGAN-CR

vectominist / spin

JeremDona / spatiotemporal_variable_separation

ashispati / dmelodies_dataset

avivga / zerodim

mmrl / disent-and-gen

rpatrik96 / ima-vae

astra-vision / GuidedDisent

changdaeoh / FarconVAE

csinva / matching-with-gans

zhihengli-UR / discover_unknown_biases

koukyo1994 / awesome-disentangled-representations

ema-marconato / reasoning-shortcuts

sarthak268 / DisCont

gvalvano / sdtnet

avivga / lord-pytorch

gvalvano / sdnet

gautam0707 / CANDLE

mseitzer / neurips2019-disentanglement-challenge