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Spectral attribute reasoning for interpretable multi-modal pathological segmentation

delete2026-01-14
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PRE
AI
张利欣 cover
张利欣 (Lixin Zhang)
王茜 (Qian Wang) *
Z
Z. Chen
Y
Ying Chen
DOI:10.1016/j.compmedimag.2026.102707delete
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Abstract

Abstract

En 中文
• Enhances segmentation accuracy with pathology-informed spectral reasoning. • Improves interpretability by linking predictions to spectral similarity. • Captures discriminative features via adaptive frequency-domain decomposition. • Reduces computational cost through efficient multi-modal feature integration. • Outperforms state-of-the-art methods on three public pathological datasets.

Journal

Computerized Medical Imaging and Graphics cover
Computerized Medical Imaging and Graphics
IF:
4.9
Papers:
2.4K
Citations:
5.0K

Organization

D
Donghua University
Scholars:
2.0W
Papers: 1.4W
Citations: 2.9W
N
naval medical university
Scholars:
5.4K
Papers: 1.5K
Citations: 175
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