Multi-scale conv-attention U-Net for medical image segmentation

Abstract U-Net-based network structures are widely used in medical image segmentation. However, effectively capturing multi-scale features and spatial context information of complex organizational structures remains a challenge. To address this, we propose a novel network structure based on the U-Ne...

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Bibliographic Details
Main Authors: Peng Pan, Chengxue Zhang, Jingbo Sun, Lina Guo
Format: Article
Language:English
Published: Nature Portfolio 2025-04-01
Series:Scientific Reports
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Online Access:https://doi.org/10.1038/s41598-025-96101-8
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