VMKLA-UNet: vision Mamba with KAN linear attention U-Net

Abstract In the domain of medical image segmentation, while convolutional neural networks (CNNs) and Transformer-based architectures have attained notable success, they continue to face substantial challenges. CNNs are often limited in their ability to capture long-range dependencies, while Transfor...

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Bibliographic Details
Main Authors: Chenhong Su, Xuegang Luo, Shiqing Li, Li Chen, Juan Wang
Format: Article
Language:English
Published: Nature Portfolio 2025-04-01
Series:Scientific Reports
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Online Access:https://doi.org/10.1038/s41598-025-97397-2
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