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Demand-based dynamic distribution of attention and monitoring of velocities during multiple-object tracking

机译:多目标跟踪过程中基于需求的注意力动态分配和速度监控

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摘要

The ability to track multiple moving objects with attention has been the focus of much research. However, the literature is relatively inconclusive regarding two key aspects of this ability, (1) whether the distribution of attention among the tracked targets is fixed during a period of tracking or is dynamically adjusted, and (2) whether motion information (direction and/or speed) is used to anticipate target locations even when velocities constantly change due to inter-object collisions. These questions were addressed by analyzing target-localization errors. Targets in crowded situations (i.e., those in danger of being lost) were localized more precisely than were uncrowded targets. Furthermore, the response vector (pointing from the target location to the reported location) was tuned to the direction of target motion, and observers with stronger direction tuning localized targets more precisely. Overall, our results provide evidence that multiple-object tracking mechanisms dynamically adjust the spatial distribution of attention in a demand-based manner (allocating more resources to targets in crowded situations) and utilize motion information (especially direction information) to anticipate target locations.
机译:注意力跟踪多个移动物体的能力一直是许多研究的重点。但是,关于该能力的两个关键方面,文献尚无定论:(1)被跟踪目标之间的注意力分布是在跟踪期间是固定的还是可以动态调整的;(2)运动信息(方向和/或或速度)用于预测目标位置,即使由于物体之间的碰撞而导致速度不断变化时也是如此。通过分析目标定位错误解决了这些问题。与未拥挤的目标相比,拥挤情况下的目标(即有可能丢失的目标)的定位更加精确。此外,响应矢量(从目标位置指向报告的位置)已调整到目标运动的方向,并且具有更强方向调整能力的观察者可以更精确地定位目标。总体而言,我们的结果提供了证据,表明多目标跟踪机制以基于需求的方式(在拥挤情况下将更多资源分配给目标)动态调整注意力的空间分布,并利用运动信息(尤其是方向信息)来预测目标位置。

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