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Object knowledge-aware multiple instance learning for small tumor segmentation

delete2025-12-15
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PRE
AI
H
Haofeng Liu
S
Shuiping Gou
Y
Yanyan Zhou
C
Changzhe Jiao
W
Wenbo Liu *
M
Mei Shi
Z
Zhonghua Luo *
DOI:10.1016/j.bspc.2025.109400delete
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Abstract

Abstract

En 中文
• Using bounding box annotations to train segmentation model can save time and cost. • Loose bounding boxes lack the tightness prior required for traditional MIL methods. • The accurate of OKMIL is approach to that of fully supervised segmentation methods. • The accurate of tiny tumor was improved by 14.85% compared to SOTA methods.

Journal

Biomedical Signal Processing and Control cover
Biomedical Signal Processing and Control
IF:
4.9
Papers:
1.0W
Citations:
2.4W

Organization

B
Beijing Haidian Hospital
Scholars:
30
Papers: 14
Citations: 317
S
shandong second medical university
Scholars:
8.2K
Papers: 3.7K
Citations: 71
X
Xidian University
Scholars:
2.4W
Papers: 1.9W
Citations: 9.7K
A
Air Force Medical University
Scholars:
1.4W
Papers: 5.9K
Citations: 1.4W
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Cited Papers

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