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Expert knowledge-guided multi-granularity multi-scale fusion for weakly-supervised histological segmentation

delete2025-06-27
delete0
PRE
AI
X
Xifeng Hu
Y
Yankun Cao
W
Weifeng Hu
王
王珊珊 (Shanshan Wang)
S
Subhas Chandra Mukhopadhyay
刘毅 封面图
刘毅 (Yu Liu)
H
Huafeng Li
Y
Yujun Li *
Q
Qing Cai *
Z
Zhi Liu *
DOI：10.1016/j.inffus.2025.103432delete
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摘要

摘要

En 中文
• 针对弱监督病理组织分割，开发一种基于专家知识的细粒度文本表示范式。 • 设计多尺度标签-像素融合与对齐模块，以增强文本的精确指导。 • 提出一种Mamba辅助的多尺度图像编码器，以缓解计算复杂度。
Keyword:
Weakly-supervised learning
Multi-scale fusion
Expert knowledge-guided

期刊

Information Fusion 封面图
Information Fusion
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15.5
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4.2K
被引数:
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SDU and NTU
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hefei university of technology
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ocean university of china
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Macquarie University
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shandong university
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Kunming University of Science and Technology
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Shenzhen Institutes of Advanced Technology
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876
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