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Disentanglement

This is an approach to solve a diverse set of tasks in a data efficient manner by disentangling (or isolating ) the underlying structure of the main problem into disjoint parts of its representations. This disentanglement can be done by focussing on the "transformation" properties of the world(main problem)

Papers

Showing 11011125 of 1854 papers

TitleStatusHype
TCFimt: Temporal Counterfactual Forecasting from Individual Multiple Treatment Perspective0
Feature Disentanglement Learning with Switching and Aggregation for Video-based Person Re-Identification0
Retrieval-based Disentangled Representation Learning with Natural Language Supervision0
Disentangling Prosody Representations with Unsupervised Speech Reconstruction0
Zero-Shot Accent Conversion using Pseudo Siamese Disentanglement Network0
HACA3: A Unified Approach for Multi-site MR Image Harmonization0
Learning Polysemantic Spoof Trace: A Multi-Modal Disentanglement Network for Face Anti-spoofing0
PaDPaF: Partial Disentanglement with Partially-Federated GANsCode0
RANA: Relightable Articulated Neural Avatars0
MouseGAN++: Unsupervised Disentanglement and Contrastive Representation for Multiple MRI Modalities Synthesis and Structural Segmentation of Mouse Brain0
Geometry-Aware Network for Domain Adaptive Semantic Segmentation0
Learning Disentangled Label Representations for Multi-label Classification0
CLIPascene: Scene Sketching with Different Types and Levels of Abstraction0
Disentangled Generation with Information Bottleneck for Few-Shot Learning0
Deep Curvilinear Editing: Commutative and Nonlinear Image Manipulation for Pretrained Deep Generative Model0
Synergies between Disentanglement and Sparsity: Generalization and Identifiability in Multi-Task LearningCode0
Hand Avatar: Free-Pose Hand Animation and Rendering from Monocular Video0
Semantic-aware One-shot Face Re-enactment with Dense Correspondence Estimation0
Disentangled Feature Learning for Real-Time Neural Speech Coding0
Multi-Directional Subspace Editing in Style-Space0
VarietySound: Timbre-Controllable Video to Sound Generation via Unsupervised Information Disentanglement0
Predicting Human Mobility via Self-supervised Disentanglement Learning0
3DLatNav: Navigating Generative Latent Spaces for Semantic-Aware 3D Object ManipulationCode0
Clinically Plausible Pathology-Anatomy Disentanglement in Patient Brain MRI with Structured Variational Priors0
Improved disentangled speech representations using contrastive learning in factorized hierarchical variational autoencoder0
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