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High-Order Interaction and Low-Order Paralleliza-tion of Features Fusion With Novel Mamba-UNet Architecture for Medical Image Segmentation

Qianhang Du Zhenyu Lei Jiujun Cheng Masaaki Omura Hideyuki Hasegawa Shangce Gao

自动化学报（英文版）2026，Vol.13Issue(6)：1378-1391,14.

自动化学报（英文版）2026，Vol.13Issue(6)：1378-1391,14.DOI:10.1109/JAS.2026.125720

High-Order Interaction and Low-Order Paralleliza-tion of Features Fusion With Novel Mamba-UNet Architecture for Medical Image Segmentation

Qianhang Du ¹Zhenyu Lei ¹Jiujun Cheng ²Masaaki Omura ¹Hideyuki Hasegawa ¹Shangce Gao¹

作者信息

1. Faculty of Engineering,University of Toyama,Toyama-shi 930-8555,Japan
2. School of Electronics and Information,Tongji University,Shanghai 200092,China||Key Laboratory of Embedded System and Service Computing,Ministry of Education,Tongji University,Shanghai 200092,China
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摘要

关键词

2D-selective-scan(SS2D)/deep learning/high-low-order feature fusion(HLFF)/Mamba/medical image segmentation/state-space models

Key words

2D-selective-scan(SS2D)/deep learning/high-low-order feature fusion(HLFF)/Mamba/medical image segmentation/state-space models

引用本文复制引用

Qianhang Du,Zhenyu Lei,Jiujun Cheng,Masaaki Omura,Hideyuki Hasegawa,Shangce Gao..High-Order Interaction and Low-Order Paralleliza-tion of Features Fusion With Novel Mamba-UNet Architecture for Medical Image Segmentation[J].自动化学报（英文版）,2026,13(6):1378-1391,14.

基金项目

This research was partially supported by the Japan Society for the Promotion of Science(JSPS)KAKENHI(JP25K21298,JP25K03179),and Japan Science and Technology Agency(JST)Support for Pioneering Research Initiated by the Next Generation(SPRING)(JPMJSP2145). （JSPS）

自动化学报（英文版）

ISSN：2329-9266

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