Visual Probing: Cognitive Framework for Explaining Self-Supervised Image Representations

Visual Probing: Cognitive Framework for Explaining Self-Supervised Image Representations

Recently introduced self-supervised methods for image representation learning provide on par or superior results to their fully supervised competitors, yet the corresponding efforts to explain the self-supervised approaches lag behind. Motivated by this observation, we introduce a novel visual probi...

Full description

Bibliographic Details
Main Authors: Witold Oleszkiewicz, Dominika Basaj, Igor Sieradzki, Micha Gorszczak, Barbara Rychalska, Koryna Lewandowska, Tomasz Trzcinski, Bartosz Zielinski
Format: Article
Language:English
Published: IEEE 2023-01-01
Series:IEEE Access
Subjects:
Computer vision
explainability
probing tasks self-supervised representation
Online Access:https://ieeexplore.ieee.org/document/10038644/

Internet

https://ieeexplore.ieee.org/document/10038644/

Similar Items