The Investigation stratified the indicators into four clusters, Every encapsulating indicators with analogous characteristics. These clusters, which embody exceptional amalgams of spatial quality characteristics, underscore the heterogeneity of the road Area quality in the Macau Peninsula.Semantic segmentation of the road perspective pictures is ex