Sidewalk Moments: Are Richer Representations Always More Human-Aligned? Evidence from City-Walk Videos

We examine whether richer visual representations yield more human-aligned measures of urban engagement, using 61 first-person city-walk videos from YouTube segmented into over 50,000 ten-second clips and represented across four modalities: spatiotemporal video features, temporally averaged images (T...