Following the occurrence of a typhoon. quick damage assessment can facilitate the quick dispatch of house repair and disaster insurance works. Employing a deep learning method. this study used aerial photos of the Chiba prefecture obtained following Typhoon Faxai in 2019. https://www.marcelovicente.com/product-category/smartbond-step-1/