Street-Level Imagery

Mapping the Semantics of the Street: A VLM-Driven Geospatial Analysis in Fatih, Istanbul
Deploys Vision-Language Models on street-level imagery across Fatih, Istanbul, extracting multi-attribute urban semantics and mapping vibrancy.
DOI
Digitalising Probation with Geospatial AI: Street-Level Human Perception in İstanbul’s Fatih District
Applies Geospatial AI and street-level perception analytics to modernize probation monitoring and spatial risk assessment in Istanbul.