Optimization training method based on high-resolution building remote sensing image data

The invention provides an optimization training method based on high-resolution building remote sensing image data, and the method comprises the steps: obtaining a high-resolution building remote sensing image, carrying out the analysis of the high-resolution building remote sensing image based on a multi-feature angle, and obtaining a plurality of feature attributes of a building in the high-resolution building remote sensing image; determining a detection sequence of the plurality of feature attributes based on detection requirements, and analyzing the high-resolution building remote sensing image according to the detection sequence to obtain a target building image; and performing feature fusion on the target building images in the high-resolution building remote sensing images in the two different periods, determining the similarity of the target building images in the two different periods, and obtaining a target building change detection result according to the similarity. The accuracy and high efficien