1. INTRODUCTION
The rapid acceleration of urbanization globally has brought unprecedented pressure to urban management[1], [2]. With the swift growth of urban populations, a range of issues characterized by dirt, disorder, and poor quality has become increasingly evident[3]. These include problems such as garbage accumulation and unauthorized street businesses, posing significant challenges for urban management departments. Therefore, it is of great importance to conduct inspections and governance of the city’s appearance, providing citizens with a clean, orderly, and healthy environment for both work and life.