Lifelong Whole Slide Image Analysis: Online Vision-Language Adaptation and Past-to-Present Gradient Distillation

Lifelong Whole Slide Image Analysis: Online Vision-Language Adaptation and Past-to-Present Gradient Distillation

Whole Slide Images (WSIs) play a crucial role in accurate cancer diagnosis and prognosis, as they provide tissue details at the cellular level. However, the rapid growth of computational tasks involving WSIs poses significant challenges. Given that WSIs are gigapixels in size, they present difficult...

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Bibliographic Details
Main Authors: Doanh C. Bui, Hoai Luan Pham, Vu Trung Duong Le, Tuan Hai Vu, Van Duy Tran, Khang Nguyen, Yasuhiko Nakashima
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
Subjects:
Lifelong learning
continual learning
whole slide image analysis
cancer subtyping
gradient distillation
Online Access:https://ieeexplore.ieee.org/document/11037674/
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https://ieeexplore.ieee.org/document/11037674/

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