Imagen de Portada

Rethinking Self-Supervised Learning Within the Framework of Partial Information Decomposition

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Mohamadi, Salman, Doretto, Gianfranco, Adjeroh, Donald A.
Formato:	Preprint
Publicado:	2024
Materias:	Computer Vision and Pattern Recognition
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

Direct Coloring for Self-Supervised Enhanced Feature Decoupling
por: Mohamadi, Salman, et al.
Publicado: (2024)

GUESS: Generative Uncertainty Ensemble for Self Supervision
por: Mohamadi, Salman, et al.
Publicado: (2024)

Efficient Classification of Histopathology Images
por: Nouyed, Mohammad Iqbal, et al.
Publicado: (2024)

Few-shot adaptation for morphology-independent cell instance segmentation
por: Zaveri, Ram J., et al.
Publicado: (2024)

Z-GMOT: Zero-shot Generic Multiple Object Tracking
por: Tran, Kim Hoang, et al.
Publicado: (2023)

SAM3D: Segment Anything Model in Volumetric Medical Images
por: Bui, Nhat-Tan, et al.
Publicado: (2023)

FG-CXR: A Radiologist-Aligned Gaze Dataset for Enhancing Interpretability in Chest X-Ray Report Generation
por: Pham, Trong Thang, et al.
Publicado: (2024)

Improving Accuracy and Generalization for Efficient Visual Tracking
por: Zaveri, Ram, et al.
Publicado: (2024)

Information Flow in Self-Supervised Learning
por: Tan, Zhiquan, et al.
Publicado: (2023)

Hierarchical Text-to-Vision Self Supervised Alignment for Improved Histopathology Representation Learning
por: Watawana, Hasindri, et al.
Publicado: (2024)

Self-Supervised Partial Cycle-Consistency for Multi-View Matching
por: Taggenbrock, Fedor, et al.
Publicado: (2025)

DiffusionPID: Interpreting Diffusion via Partial Information Decomposition
por: Zawar, Rushikesh, et al.
Publicado: (2024)

FedVG: Gradient-Guided Aggregation for Enhanced Federated Learning
por: Devkota, Alina, et al.
Publicado: (2026)

Rethinking The Uniformity Metric in Self-Supervised Learning
por: Fang, Xianghong, et al.
Publicado: (2024)

SemLT3D: Semantic-Guided Expert Distillation for Camera-only Long-Tailed 3D Object Detection
por: Vo, Hao, et al.
Publicado: (2026)

Rethinking Multiple Instance Learning: Developing an Instance-Level Classifier via Weakly-Supervised Self-Training
por: Ma, Yingfan, et al.
Publicado: (2024)

CroMo-Mixup: Augmenting Cross-Model Representations for Continual Self-Supervised Learning
por: Mushtaq, Erum, et al.
Publicado: (2024)

A Generative Framework for Self-Supervised Facial Representation Learning
por: He, Ruian, et al.
Publicado: (2023)

Fusion from Decomposition: A Self-Supervised Approach for Image Fusion and Beyond
por: Liang, Pengwei, et al.
Publicado: (2024)

Hierarchical Self-Supervised Adversarial Training for Robust Vision Models in Histopathology
por: Malik, Hashmat Shadab, et al.
Publicado: (2025)

Pix2Key: Controllable Open-Vocabulary Retrieval with Semantic Decomposition and Self-Supervised Visual Dictionary Learning
por: Wei, Guoyizhe, et al.
Publicado: (2026)

Masked Image Modeling as a Framework for Self-Supervised Learning across Eye Movements
por: Weiler, Robin, et al.
Publicado: (2024)

Leveraging Motion Information for Better Self-Supervised Video Correspondence Learning
por: Zhou, Zihan, et al.
Publicado: (2025)

Rethinking Generalizability and Discriminability of Self-Supervised Learning from Evolutionary Game Theory Perspective
por: Li, Jiangmeng, et al.
Publicado: (2024)

Visual-Semantic Decomposition and Partial Alignment for Document-based Zero-Shot Learning
por: Qu, Xiangyan, et al.
Publicado: (2024)

Generalizable Pancreas Segmentation via a Dual Self-Supervised Learning Framework
por: Li, Jun, et al.
Publicado: (2025)

Why Prototypes Collapse: Diagnosing and Preventing Partial Collapse in Prototypical Self-Supervised Learning
por: Arteaga, Gabriel Y., et al.
Publicado: (2025)

Information-Maximized Soft Variable Discretization for Self-Supervised Image Representation Learning
por: Niu, Chuang, et al.
Publicado: (2025)

TRIM: A Self-Supervised Video Summarization Framework Maximizing Temporal Relative Information and Representativeness
por: Mishra, Pritam, et al.
Publicado: (2025)

A Layered Self-Supervised Knowledge Distillation Framework for Efficient Multimodal Learning on the Edge
por: Dahri, Tarique, et al.
Publicado: (2025)

Self-Supervised Detection of Perfect and Partial Input-Dependent Symmetries
por: Urbano, Alonso, et al.
Publicado: (2023)

On the Discriminability of Self-Supervised Representation Learning
por: Song, Zeen, et al.
Publicado: (2024)

Diminishing Returns in Self-Supervised Learning
por: Bridge, Oli, et al.
Publicado: (2025)

MaskAnyNet: Rethinking Masked Image Regions as Valuable Information in Supervised Learning
por: Hong, Jingshan, et al.
Publicado: (2025)

A Generic Self-Supervised Framework of Learning Invariant Discriminative Features
por: Ntelemis, Foivos, et al.
Publicado: (2022)

DASH: 4D Hash Encoding with Self-Supervised Decomposition for Real-Time Dynamic Scene Rendering
por: Chen, Jie, et al.
Publicado: (2025)

Rethinking Deep Clustering Paradigms: Self-Supervision Is All You Need
por: Shaheena, Amal, et al.
Publicado: (2025)

ISImed: A Framework for Self-Supervised Learning using Intrinsic Spatial Information in Medical Images
por: Jabareen, Nabil, et al.
Publicado: (2024)

Self-Supervised Point Cloud Completion based on Multi-View Augmentations of Single Partial Point Cloud
por: Lu, Jingjing, et al.
Publicado: (2025)

FlexAvatar: Learning Complete 3D Head Avatars with Partial Supervision
por: Kirschstein, Tobias, et al.
Publicado: (2025)