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Sparsely guided adaptive pseudo-supervised learning for nucleus segmentation

delete2026-03-19
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PRE
AI
Y
Yulin Chen
Q
Qian Huang *
Z
Zhijian Wang
M
Meng Geng
DOI:10.1016/j.eswa.2026.132018delete
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Abstract

Abstract

En 中文
• A sparsely guided pseudo-supervised learning framework for nuclei segmentation. • A prior-guided feature enhancement module models nuclear boundaries. • A feature reconstruction path reconstruct and correct noisy pseudo labels under weak supervision. • A dynamic memory-aware repository stores and updates high-quality pseudo labels.
Keywords:
nuclei segmentation
pseudo-supervised learning
feature enhancement
label reconstruction
memory-aware repository

Journal

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

Organization

H
hohai university
Scholars:
6.2K
Papers: 2.5K
Citations: 0
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