Using mutual distance plot and warped time distance chart to compare scan-paths of multiple observers

P. Kasprowski, Katarzyna Harężlak
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引用次数: 2

Abstract

The aim of the research is the introduction of new techniques that enable a visual comparison of scan-paths. Every eye tracking experiment produces many scan-paths, and one of the main challenges of eye tracking analysis is how two compare these scan-paths. A classic solution is to extract easily measurable features such as fixation durations or saccade lengths. There are also many more sophisticated techniques that compare two scan-paths using only spatial or both spatial and temporal information. These techniques typically return a value (or several values) that may be used as scan-path similarity/distance measure. However, there is still a lack of widely adopted methods that offer not only the measure but enable a visual comparison of scan-paths. The paper introduces two possible options: the Mutual Distance Plot for two scan-paths and the Warped Time Distance chart for the comparison of the theoretically unlimited number of scan-paths. It is shown that these visualizations may reveal information about relationships between two or more scan-paths on straightforward charts. The informativeness of the solution is analyzed using both artificial and real data.
利用互距离图和扭曲时间距离图来比较多个观察者的扫描路径
这项研究的目的是引入能够对扫描路径进行视觉比较的新技术。每个眼动追踪实验都会产生许多扫描路径,而眼动追踪分析的主要挑战之一是如何比较这些扫描路径。一个经典的解决方案是提取容易测量的特征,如注视持续时间或扫视长度。还有许多更复杂的技术,它们只使用空间信息或同时使用空间和时间信息来比较两个扫描路径。这些技术通常返回一个值(或几个值),可以用作扫描路径相似性/距离度量。然而,仍然缺乏广泛采用的方法,不仅提供测量,而且能够对扫描路径进行视觉比较。本文介绍了两种可能的选择:两种扫描路径的互距离图和弯曲时间距离图,用于比较理论上无限数量的扫描路径。结果表明,这些可视化可以在直观的图表上揭示关于两个或多个扫描路径之间关系的信息。利用人工数据和实际数据对该方案的信息量进行了分析。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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