How Many Visual Levers Drive Urban Perception? Interventional Counterfactuals via Multiple Localised Edits

Jason Tang, Stephen Law

Street-view perception models predict subjective attributes such as safety at scale, but remain correlational: they do not identify which localized visual changes would plausibly s…