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...
Results show that CASTFA can provide reliable moving vehicle detection performance under difficult real-world conditions, supporting accurate traffic-flow monitoring and providing valuable geospatial intelligence for smart urban planning, transportation management, and sustainable city development.
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.
