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Prioritized scanning: Combining spatial information multiple instance learning for computational pathology

delete2026-01-24
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PRE
AI
Y
Yuqi Zhang
J
Jiakai Wang
L
Liang, Baoyu
Y
Yuancheng Yang
S
Siyang Wu
C
Chao Tong
DOI:10.1016/j.patcog.2026.113151delete
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Abstract

Abstract

En 中文
• We propose PSMIL, a spatially enhanced MIL framework for WSI classification. • Spatial branch models local tissue context via 2D positions and SSM. • Cross-spatial branch captures global dependencies with significance scoring. • PSMIL achieves up to 5.26% ACC gain on 5 datasets across 3 tasks.

Journal

Pattern Recognition cover
Pattern Recognition
IF:
7.6
Papers:
1.3W
Citations:
4.5W

Organization

B
beihang university
Scholars:
5.2K
Papers: 2.0K
Citations: 21