A CPTED-Guided Interpretable Perception Network for Assessing Perceived Safety Along Urban Greenway Walking Boundaries
Perceived safety determines whether urban greenways are used in everyday life, yet it is rarely measurable at the boundary scale where design decisions are made. Existing street-view models split into black-box networks whose predictions cannot be traced to design elements and pixel-ratio regressions whose interpretabi...