From Street View Imagery to Street Quality Indicators: Vision Language Inference for the Suburban 15-minute City

Streetscape quality has become a central concern in contemporary urban planning, particularly within the framework of the pedestrian-friendly 15-minute city, where walkability and public-space quality are increasingly recognized as key determinants of urban performance. However, assessing streetscap...