HCJun 2

Analyzing Visual Attention Patterns During Band Rehearsal with Mobile Eye Tracking

arXiv:2606.0348542.6h-index: 11
Predicted impact top 44% in HC · last 90 daysOriginality Synthesis-oriented
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For researchers in ensemble coordination and music pedagogy, this work provides initial quantitative evidence of attention patterns in naturalistic rehearsal, though it is a small pilot study with limited generalizability.

This pilot study used mobile eye tracking to analyze gaze behavior in a four-member band during rehearsal, revealing a hub-and-spoke attention topology where the session leader was the dominant gaze target, with the learning guitarist focusing up to 97% of interpersonal dwell on this reference. Gaze transitions decreased by up to 65% on average for unfamiliar material as scanning stabilized.

Visual attention is central to ensemble coordination, yet how musicians allocate gaze during naturalistic rehearsal remains poorly understood. We present a pilot study using mobile eye tracking to examine gaze behaviour in a four-member band across three songs, each practiced twice. Musicians wore Pupil Labs Neon eye trackers, and YOLOv8-assisted scene annotations mapped fixations to ensemble members and objects in view. Analyzing fixation matrices, transition matrices, temporal scarf plots, and dwell-transition correlations, we uncover a hub-and-spoke attention topology: the session leader was the dominant gaze target for all members, while the learning guitarist concentrated up to 97% of interpersonal dwell on this single reference. Between attempts, gaze transitions decreased by up to 65% on average for unfamiliar material (up to 82% for individual participants) as scanning stabilized. Scarf plots reveal how teaching breakdowns fragment attention and uninterrupted runs consolidate it. Post-session participant reflections align with the quantitative patterns, and we discuss implications for gaze-aware tools in ensemble pedagogy.

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