Swimming pools significantly affect property values and are crucial for accurate property tax assessments. However, tax assessors often depend on costly and infrequent surveys, resulting in potential inaccuracies. Identifying pools not listed on assessment rolls, such as newly built ones, is valuable for assessors and can increase community revenue.

This deep learning model automates the detection and measurement of swimming pools using high-resolution satellite imagery. Beyond taxation, it supports pool maintenance companies in targeting marketing efforts and aids public health and mosquito control agencies in identifying pools to enhance field operations and mitigation strategies.