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MixNMatch WisconsinAIVision

189

973

unknown

54

Pytorch implementation of MixNMatch

gans pytorch fine-grained deep-learning image-generation image-manipulation disentangled-representations

Created 2019-11-26

57 commits to master branch, last one 4 years ago

disentangling-vae YannDubs

145

814

other

13

Experiments for understanding disentanglement in VAE latent representations

vae mnist celeba pytorch beta-vae dsprites beta-tcvae factor-vae deep-learning fashion-mnist chairs-dataset disentanglement reproducible-research unsupervised-learning representation-learning variational-autoencoder disentangled-representations

Created 2019-01-30

270 commits to master branch, last one 2 years ago

Awesome-VAEs matthewvowels1

76

811

unknown

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A curated list of awesome work on VAEs, disentanglement, representation learning, and generative models.

vae awesome-list deep-learning disentanglement generative-model variational-bayes unsupervised-learning variational-inference representation-learning variational-autoencoder variational-auto-encoder disentangled-representations

Created 2019-08-12

57 commits to master branch, last one 3 years ago

SpeechSplit auspicious3000

93

673

mit

21

Unsupervised Speech Decomposition Via Triple Information Bottleneck

voice-conversion unsupervised-learning disentangled-representations

Created 2020-06-24

12 commits to master branch, last one 5 months ago

HiSD imlixinyang

47

395

other

4

Code for "Image-to-image Translation via Hierarchical Style Disentanglement" (CVPR 2021 Oral).

gan image-to-image-translation disentangled-representations

Created 2021-03-02

43 commits to main branch, last one 2 years ago

DOVER VQAssessment

34

353

other

5

[ICCV 2023, Official Code] for paper "Exploring Video Quality Assessment on User Generated Contents from Aesthetic and Technical Perspectives". Official Weights and Demos provided.

aesthetic-assessment technical-assessment video-quality-assessment disentangled-representations blind-video-quality-assessment

Created 2022-11-09

77 commits to master branch, last one 8 months ago

finegan kkanshul

44

280

bsd-2-clause

14

FineGAN: Unsupervised Hierarchical Disentanglement for Fine-grained Object Generation and Discovery

gans pytorch fine-grained deep-learning computer-vision image-generation image-manipulation disentangled-representations generative-adversarial-network

Created 2018-11-27

31 commits to master branch, last one 4 years ago

AutoPST auspicious3000

36

273

mit

4

Global Rhythm Style Transfer Without Text Transcriptions

speech-synthesis voice-conversion disentangled-representations

Created 2021-06-10

8 commits to main branch, last one 5 months ago

DeFMO rozumden

24

172

mit

4

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

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

Created 2021-02-06

52 commits to master branch, last one 3 years ago

DisCo xrenaa

10

132

unknown

10

[ICLR2022] Code for "Learning Disentangled Representation by Exploiting Pretrained Generative Models: A Contrastive Learning View"

gan gans pytorch deep-learning generative-model unsupervised-learning pytorch-implementation disentangled-representations generative-adversarial-network

Created 2021-02-19

40 commits to main branch, last one 3 years ago

SpeechSplit2 biggytruck

15

132

unknown

2

Official implementation of SpeechSplit2

voice-conversion unsupervised-learning speech-disentanglement disentangled-representations

Created 2022-02-10

8 commits to main branch, last one 2 years ago

disent nmichlo

17

128

mit

5

🧶 Modular VAE disentanglement framework for python built with PyTorch Lightning ▸ Including metrics and datasets ▸ With strongly supervised, weakly supervised and unsupervised methods ▸ Easily config...

vae python metrics python3 pytorch datasets autoencoders configurable disentanglement metric-learning pytorch-lightning representation-learning disentangled-representations

Created 2020-04-16

1,533 commits to main branch, last one 2 years ago

deep-active-inference-mc zfountas

18

88

gpl-3.0

5

Deep active inference agents using Monte-Carlo methods

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

Created 2020-06-03

22 commits to master branch, last one 3 years ago

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

8

78

mit

1

Pytorch implementation of Learning Disentangled Representations via Mutual Information Estimation (ECCV 2020)

gan pytorch deep-learning disentanglement mutual-information representation-learning disentangled-representations generative-adversarial-network

Created 2021-07-18

33 commits to master branch, last one 3 years ago

CLSR tsinghua-fib-lab

20

75

mit

0

The official implementation of "Disentangling Long and Short-Term Interests for Recommendation" (WWW '22)

recommendation disentanglement recommender-system contrastive-learning disentangled-representations

Created 2022-01-18

9 commits to main branch, last one 2 years ago

STARS Sirui-Xu

4

72

mit

3

[ECCV 2022 oral] Official PyTorch implementation of the paper "Diverse Human Motion Prediction Guided by Multi-Level Spatial-Temporal Anchors"

pytorch eccv2022 deep-learning generative-model motion-prediction motion-forecasting graph-neural-networks human-motion-prediction disentangled-representations

Created 2022-04-02

48 commits to main branch, last one 2 years ago

PIPNet M-Nauta

27

70

unknown

1

PIP-Net: Patch-based Intuitive Prototypes Network for Interpretable Image Classification (CVPR 2023)

xai pytorch concepts cvpr2023 prototypes transparency explainable-ai part-prototypes interpretable-ml image-classification prototypical-learning interpretable-deep-learning disentangled-representations interpretable-machine-learning explainable-artificial-intelligence

Created 2023-03-24

15 commits to main branch, last one about a year ago

Fitness-AQA ParitoshParmar

37

69

other

5

Fitness Action Quality Assessment or your AI-Fitness Coach [ECCV 2022]

gym fitness fitness-app exercise-app fitness-dataset fitness-tracker pose-estimation domain-knowledge action-recognition video-understanding action-understanding motion-disentangling exercise-pose-analysis representation-learning self-supervised-learning action-quality-assessment pose-contrastive-learning fine-grained-classification disentangled-representations pose-appearance-disentangling

Created 2022-03-01

40 commits to main branch, last one about a year ago

linguistic-style-transfer-pytorch h3lio5

22

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unknown

2

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

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

This repository has been archived (exclude archived)

Created 2019-12-25

275 commits to master branch, last one 5 months ago

disentanglement_tutorial vios-s

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62

unknown

3

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 computer-vision-application medical-imaging-application disentangled-representations content-style-disentanglement

Created 2021-07-30

49 commits to main branch, last one 2 years ago

Variational-Sparse-Coding Alfo5123

5

61

mit

5

Reproducing the paper "Variational Sparse Coding" for the ICLR 2019 Reproducibility Challenge

iclr pytorch sparse-coding reproducible-research unsupervised-learning variational-autoencoder disentangled-representations

Created 2018-10-26

86 commits to master branch, last one 5 years ago

DCCF HKUDS

5

57

unknown

3

[SIGIR'2023] "DCCF: Disentangled Contrastive Collaborative Filtering"

recommender-system contrastive-learning graph-neural-networks collaborative-filtering self-supervised-learning disentangled-representations

Created 2023-04-23

16 commits to main branch, last one about a year ago

Retriever xrenaa

2

54

unknown

17

[ICLR2022] Code for "Retriever: Learning Content-Style Representation as a Token-Level Bipartite Graph"

deep-learning style-transfer generative-model voice-conversion co-part-segmentation unsupervised-learning disentangled-representations content-style-disentanglement

Created 2022-02-15

15 commits to main branch, last one 2 years ago

concept-based-xai dmitrykazhdan

5

54

mit

7

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

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

Created 2021-04-07

62 commits to main branch, last one 2 years ago