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ACM Transactions on Multimedia Computing Communications and Applications· 2025Q1

VM-UNet: Vision Mamba UNet for Medical Image Segmentation

Jiacheng Ruan, Jincheng Li, Suncheng Xiang

Short summary

VM-UNet, a novel U-shaped architecture for medical image segmentation, leverages State Space Models (SSMs) like Mamba to achieve linear computational complexity and effective long-range modeling, outperforming previous CNN and Transformer models.

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Field: Computer Vision and Pattern Recognition

Computer Vision and Pattern RecognitionComputer Science