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46 search results found

Disentangling Vae ⭐ 668

Experiments for understanding disentanglement in VAE latent representations

[NeurIPS 2018] Visual Object Networks: Image Generation with Disentangled 3D Representation.

Mixnmatch ⭐ 427

Pytorch implementation of MixNMatch

Speechsplit ⭐ 401

Unsupervised Speech Decomposition Via Triple Information Bottleneck

Official pytorch implementation of paper "Image-to-image Translation via Hierarchical Style Disentanglement" (CVPR2021 Oral).

Beta Vae ⭐ 262

Pytorch implementation of β-VAE

[NeurIPS 2018] 3D-Aware Scene Manipulation via Inverse Graphics

Finegan ⭐ 203

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

Autopst ⭐ 190

Global Rhythm Style Transfer Without Text Transcriptions

Factored3d ⭐ 162

Code release for "Factoring Shape, Pose, and Layout from the 2D Image of a 3D Scene"

Factorvae ⭐ 144

Pytorch implementation of FactorVAE proposed in Disentangling by Factorising(http://arxiv.org/abs/1802.05983)

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

🧶 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

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

Linguistic Style Transfer ⭐ 75

Neural network parametrized objective to disentangle and transfer style and content in text

Speechsplit2 ⭐ 75

Official implementation of SpeechSplit2

DNA-GAN: Learning Disentangled Representations from Multi-Attribute Images

ADN: Artifact Disentanglement Network for Unsupervised Metal Artifact Reduction

Disentangled Makeup Transfer with Generative Adversarial Network

Official Tensorflow implementation of the paper "Y-Autoencoders: disentangling latent representations via sequential-encoding"

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

Domainintersectiondifference ⭐ 37

Pytorch implementation of of "Domain Intersection and Domain Difference" (ICCV 2019)

Concept Based Xai ⭐ 37

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

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

Shot Vae ⭐ 33

The implementation of the SHOT-VAE model in paper "SHOT-VAE: Semi-supervised Deep Generative Models With Label-aware ELBO Approximations"

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

Deep Active Inference Mc ⭐ 28

Deep active inference agents using Monte-Carlo methods

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

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

Multiviewsketch Garment ⭐ 17

3DV 2022 ORAL Github Repository of Garment Ideation: Iterative View-Aware Sketch-Based Garment Modeling

Linguistic Style Transfer Pytorch ⭐ 16

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

Fitness Aqa ⭐ 16

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

Disentangled_graph_collaborative_filtering ⭐ 15

Disentagnled Graph Collaborative Filtering, SIGIR2020

Orgainzed Digital Intelligent Network (O.D.I.N)

Unsupervised Differentiable Multi-aspect Network Embedding (asp2vec) (KDD2020)

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

Infogan Cr ⭐ 15

InfoGAN-CR and ModelCentrality: Self-supervised Model Training and Selection for Disentangling GANs, ICML 2020

Householdergan ⭐ 13

ICCV23 "Householder Projector for Unsupervised Latent Semantics Discovery"

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

Reasoning Shortcuts ⭐ 10

Codebase for the paper: Not All Neuro-Symbolic Concepts Are Created Equal: Analysis and Mitigation of Reasoning Shortcuts

This repo contains the code for our AAAI-Workshop paper "Learning disentangled representations from 12-lead electrograms: application in localizing the origin of Ventricular Tachycardia"

Guideddisent ⭐ 7

[TPAMI 2023] Code for inference of our TPAMI and ECCV papers on model-guided disentanglement for GANs.

This is the code repository of model TDGAN. Paper: Facial Expression Recognition with Two-branch Disentangled Generative Adversarial Network.

Neurips2019 Disentanglement Challenge ⭐ 6

Dpath_gae ⭐ 5

Disentangled representation learning model for digital pathology data as a custom similarity metric for deformable image registration.

Infogan Pytorch ⭐ 5

🎨 A PyTorch implementation of InfoGAN.

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