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

Accurate landslide mapping from high-resolution remote sensing imagery requires both broad spatial context and precise boundary detail. State space models (SSMs), such as vision state space duality (VSSD), provide global receptive fields with linear complexity, but their global interaction mechanism offers no dedicated...

Kang-Ning Wang, Hao-Peng Zhang, Zhiguo 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, Haopeng Zhang, Zhiguo Jiang · 0 citations