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Interactive Multiple Instance Learning Network for Whole Slide Image Analysis

delete2025-08-21
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PRE
AI
Q
Qi Lai
C
Chi‐Man Vong
T
Tao Yan
梁
梁晓坤 (Xiaokun Liang)
DOI:10.1016/j.eswa.2025.129338delete
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Abstract

Abstract

En 中文
• Introduces iMIL (Interactive Multiple Instance Learning) for Whole Slide Image (WSI) classification, which can integrates both visual patterns and clinical textual information • iMILcan better handle of weak supervision scenarios, improve ability to identify diagnostically crucial regions, and effective integrate of multi-modal information. • This article presents a significant advancement in WSI analysis by combining multiple innovative approaches and demonstrating clear performance improvements over existing methods.
Keywords:
iMIL
Whole Slide Image
weak supervision
multi-modal integration
diagnostic regions

Journal

Expert Systems with Applications cover
Expert Systems with Applications
IF:
7.5
Papers:
3.0W
Citations:
10.2W

Organization

U
University of Macau
Scholars:
1.1W
Papers: 1.3W
Citations: 2.0W
H
Hubei University of Arts and Science
Scholars:
497
Papers: 235
Citations: 2.5K
C
chinese academy of sciences
Scholars:
56.7W
Papers: 45.0W
Citations: 704
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Cited Papers

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