Identifying street multi-activity potential (SMAP) and local networks with MLLMs and multi-view graph clustering

2025/09/02 by Jiatong Li, Ming Ma, Mingyi Ma +1 · 2 citations
Social Sciences · Engineering · #Human Mobility and Location-Based Analysis #Urban Design and Spatial Analysis #Transportation Planning and Optimization

paper · doi:10.1016/j.compenvurbsys.2025.102350

Citations

• Desirable streets: Using deviations in pedestrian trajectories to measure the value of the built environment
• How are Neighborhood and Street-Level Walkability Factors Associated with Walking Behaviors? A Big Data Approach Using Street View Images
• CogVLM: Visual Expert for Pretrained Language Models

Cited by

• Interpretable mapping of fine-grained urban building functions from street-view images using foundation models
• Reasoning Is All You Need for Urban Planning AI