A new framework recasts urban scene explainability as a bounded search over structured visual levers and prompt-based counterfactual edits, with a pilot on 50 scenes identifying mobility and maintenance changes as high-impact for safety perception.
Global urban visual perception varies across demo- graphics and personalities.Nature Cities, 2(11):1092–1106, 2025
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How Many Visual Levers Drive Urban Perception? Interventional Counterfactuals via Multiple Localised Edits
A new framework recasts urban scene explainability as a bounded search over structured visual levers and prompt-based counterfactual edits, with a pilot on 50 scenes identifying mobility and maintenance changes as high-impact for safety perception.