From Frankenstein to Gulliver urbanism: Reframing AI and scale in urban theory
Urban Studies (SAGE) · Urban Studies
Part of Urban Data Science & Methods.
Separates the heat-island contribution of background climate from that of surrounding urban form across 2,213 cities and projects how each will change.
A hands-on methods chapter showing how to download street view images and apply deep convolutional networks to detect and measure features of the built environment, in a reproducible notebook.
Benchmarks representation-learning strategies for street view imagery and introduces a spatiotemporal contrastive framework to learn features useful for perception and socioeconomic prediction tasks.