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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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摘要

摘要

En 中文
• 介绍了用于全切片图像(WSI)分类的iMIL(交互式多实例学习),该技术能够整合视觉模式和临床文本信息 • iMIL能够更好地处理弱监督场景,提升识别诊断关键区域的能力,并有效整合多模态信息 • 本文通过结合多种创新方法,在全切片图像分析领域取得了显著进展,并展示了相较于现有方法的明显性能提升
Keyword:
iMIL
Whole Slide Image
weak supervision
multi-modal integration
diagnostic regions

期刊

Expert Systems with Applications 封面图
Expert Systems with Applications
IF:
7.5
论文数:
3.0W
被引数:
10.2W

机构

U
University of Macau
学者数:
1.1W
论文数: 1.3W
被引数: 2.0W
H
Hubei University of Arts and Science
学者数:
497
论文数: 235
被引数: 2.5K
C
chinese academy of sciences
学者数:
56.7W
论文数: 45.0W
被引数: 704
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