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Bingzhi Ge

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Jul 2026

Leap-mamba: locality-enhanced feature calibration with pixel-region dual-stream vision mamba UNet for medical image segmentation

A Pixel–Region VSSblock that comprises a local-Mamba branch and a global-Mamba branch to simultaneously capture fine-grained details and high-level semantic context and a Hierarchical Feature Calibration Module (HFCM) that leverages multi-scale context awareness and a structural saliency filtering mechanism to dynamically calibrate the skip connections, effectively suppressing feature redundancy while enhancing semantic interaction quality.

Bingzhi Ge, Caihan Yue, Chenxing Xia et al. · 0 citations