From Static to Dynamic: Evaluating the Perceptual Impact of Dynamic Elements in Urban Scenes Using Generative Inpainting
A controlled framework is proposed that isolates the perceptual effects of dynamic elements by constructing paired street‐view images with and without pedestrians and vehicles using semantic segmentation and generative inpainting powered by large vision models to highlight the critical role of dynamic elements in shapi...