CDA-mamba: cross-directional attention mamba for enhanced 3D medical image segmentation

Abstract Recent advances in state space models (SSMs) have demonstrated remarkable efficiency in modeling long-range dependencies, yet their application to 3D medical image segmentation remains underexplored. This paper introduces CDA-Mamba (Cross-Directional Attention Mamba), a novel hybrid archite...

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Bibliographic Details
Main Authors: Jiashu Xu, Yihua Lan, Yingqi Zhang, Chi Zhang, Sergii Stirenko, Huizhong Li
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-06462-3
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