Author

Kang-Ning Wang

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Open access 2026

Bridging Global Context and Local Detail in State Space Models for Fine-Grained Landslide Segmentation in Remote Sensing Imagery

This work proposes landslide state-space Mamba, a landslide segmentation network that augments a VSSD backbone with two lightweight local enhancement modules: a structural feature calibration (SFC) module that adaptively calibrates spatial structural discrepancies after global interaction, and a local detail enhancemen...

Kang-Ning Wang, Hao-Peng Zhang, Zhi-Guo Jiang · IEEE Journal of Selected Top... · 0 citations

Preprint Aug 2026

CRISP: Calibration-Aware Visual State Space Duality for Remote Sensing Semantic Segmentation

Its core, the Duality Calibration Operator (DCO), restores local contrast and boundary responses through residual injection and frequency calibration within the VSSD backbone, without altering its linear complexity.

Kang-Ning Wang, Hao-Peng Zhang, Zhi-Guo Jiang · 0 citations