Instance-level semantic segmentation of nuclei based on multimodal structure encoding

Abstract Background Accurate segmentation and classification of cell nuclei are crucial for histopathological image analysis. However, existing deep neural network-based methods often struggle to capture complex morphological features and global spatial distributions of cell nuclei due to their reli...

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Bibliographic Details
Main Authors: Bo Guan, Guangdi Chu, Ziying Wang, Jianmin Li, Bo Yi
Format: Article
Language:English
Published: BMC 2025-02-01
Series:BMC Bioinformatics
Subjects:
Online Access:https://doi.org/10.1186/s12859-025-06066-8
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