EG-PCS integrates gaze data into a pairwise vision-transformer pipeline for cycling safety prediction, yielding attention maps closer to human fixations while preserving ranking performance.
Unpacking the perceived cycling safety of road environment using street view imagery and cycle accident data,
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Learning to See Like Humans: Gaze-Aligned Cycling Safety Prediction
EG-PCS integrates gaze data into a pairwise vision-transformer pipeline for cycling safety prediction, yielding attention maps closer to human fixations while preserving ranking performance.