Automatic detection of damaged buildings from satellite remote sensing data has become an urgent problem to rescue planners and military personnel. Unfortunately are in different dimensions shapes with roofs depending on the type material be painted. In this study, we present improved Swin-Unet approach that comprises three main operations. First, as a Unet-like pure Transformer is used for mul...