Quantifying Visual Attention of Teams During Workload Transitions Using AOI-Based Cross-Recurrence Metrics

Jad A. Atweh, Jackie Al Hayek, Sara L. Riggs
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Abstract

Cross-recurrence quantification analysis (CRQA) metrics may offer a means to provide information about the quality of collaboration in real-time. The goal of the present work is to use Area of Interest (AOI) based CRQA metrics to analyze the eye-tracking data of 10 pairs who participated in a shared unmanned aerial vehicle (UAV) command and control task. We are interested in how teams respond to workload transitions and how it affects AOI-based CRQA metrics. The results showed that as workload increased, team members spent a longer time on the same task which may indicate that they are coordinating together on a task, or they are not adapting and getting “trapped” in certain tasks. The findings suggest that CRQA AOIbased metrics are sensitive to workload changes and validate these metrics in unraveling the visual puzzle of how workload impacts scanpath patterns which contribute to quantifying the adaptation process of pairs over time. This also has the potential to inform the design of real-time technology in the future.
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使用基于aoi的交叉递归度量来量化工作负载转换期间团队的视觉注意力
交叉循环量化分析(CRQA)度量可以提供一种实时提供有关协作质量的信息的方法。本研究的目的是利用基于兴趣区域(AOI)的CRQA指标分析参与共享无人机(UAV)指挥控制任务的10对参与者的眼动追踪数据。我们对团队如何响应工作负载转换以及它如何影响基于aoi的CRQA度量感兴趣。结果表明,随着工作量的增加,团队成员在同一项任务上花费的时间更长,这可能表明他们在一项任务上协调一致,或者他们没有适应并“陷入”某些任务中。研究结果表明,基于CRQA aoi的指标对工作负载变化很敏感,并验证了这些指标在解开工作负载如何影响扫描路径模式的视觉难题方面的作用,扫描路径模式有助于量化配对随时间的适应过程。这也有可能为未来的实时技术设计提供信息。
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