Refined understanding of street vitality: comparing the spatial effects of pedestrian vitality and cycling vitality and the spatial heterogeneity of factors

Street vitality is a key indicator of urban sustainability, and high-quality built environments can promote street vitality. However, existing research lacks refined measurement approaches for street vitality and sufficient understanding of the spatial relationship patterns between built environment...

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Bibliographic Details

Published in:	International Journal of Digital Earth
Main Authors:	Zhaocheng Bai, Shuyu Huang, Lei Wang, Jun Qi
Format:	Article
Language:	English
Published:	Taylor & Francis Group 2025-08-01
Subjects:	Street vitality image detection built environment spatial lag spatial heterogeneity
Online Access:	https://www.tandfonline.com/doi/10.1080/17538947.2025.2501769