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.
Street space quality improve- ment: Fusion of subjective perception in street view image generation.Information Fusion, 125:103467, 2026
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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.