Shu-Zhao Li

A Lightweight Difference-Guided Gated Network for Building Change Detection in Remote Sensing Imagery

Remote sensing building change detection is critical for urban monitoring and disaster assessment, yet existing deep learning methods suffer from three limitations: the heavy computational cost of Transformer models, the information loss induced by naive differencing, and the tendency of convex gating to degenerate int...