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...
Rapid global urbanization is increasing the need for accurate, large-scale traffic monitoring to support sustainable transportation and city governance. Satellite video remote sensing offers a unique way to continuously observe urban road networks over large areas. It provides high-resolution spatio-temporal data that...
Ning Zhao, Xiao Wang, Xiaopeng Zhang et al.· ISPRS International Journal...· 0 citations
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.
