Open access
Oct 2026
Exploring Built Environment Perception Pathways and Perception Profiles Using Vision–Language Models
Computer vision models applied to street-view imagery (SVI) can generate large-scale measures of perceived built-environment qualities relevant to urban planning and public health. Unlike convolutional neural networks (CNNs), vision–language models (VLMs) can provide both perception ratings and rationales. Using 121,76...
A. Larkin, Li-Zhong Chen, P. D. Lin et al.
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