Viewing preferences of ASD children on paintings

IF 3.7 2区 工程技术 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Displays Pub Date : 2024-06-27 DOI:10.1016/j.displa.2024.102788
Ji-Feng Luo , Xinding Xia , Zhihao Wang , Fangyu Shi , Zhijuan Jin
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Abstract

The eye movement patterns of children with autism spectrum disorder (ASD) based on high-precision, high-sampling-rate professional eye trackers have been widely studied. Still, the equipment used in these studies is expensive and requires skilled operators, and the stimuli are focused on pictures or videos created out of ASD group. We utilized a previously developed eye-tracking device using a tablet, and the double-column paintings with one column from children with ASD, and the other from typically developing (TD) children as stimuli, to investigate the preference of ASD children for the paintings created within their group. This study collected eye movement data from 82 children with ASD and 102 TD children, and an adaptive eye movement classification algorithm was applied to the data aligned by the sampling rate, followed by feature extraction and statistical analysis from the aspects of time, frequency, range, and clustering. Statistical tests indicate that apart from displaying more pronounced non-compliance during the experiment, resulting in a higher data loss rate, children with ASD did not show significant preferences in viewing the two types of paintings compared to TD children. Therefore, we tend to believe that there is no significant difference in preference for ASD and TD paintings showcasing as diptych from the two groups of children using our eye tracking device, and their feature values indicate that they do not have a viewing preference for the paintings.

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自闭症儿童的绘画观赏偏好
基于高精度、高采样率的专业眼动仪,自闭症谱系障碍(ASD)儿童的眼动模式已被广泛研究。不过,这些研究使用的设备价格昂贵,需要熟练的操作人员,而且刺激物主要是自闭症谱系障碍群体制作的图片或视频。我们利用之前开发的眼动追踪设备,使用平板电脑和双列绘画(其中一列来自 ASD 儿童,另一列来自典型发育(TD)儿童)作为刺激物,来研究 ASD 儿童对其所在群体创作的绘画的偏好。本研究收集了 82 名 ASD 儿童和 102 名 TD 儿童的眼动数据,并采用自适应眼动分类算法对数据进行采样率对齐,然后从时间、频率、范围和聚类等方面进行特征提取和统计分析。统计检验结果表明,除了在实验过程中表现出更明显的不服从性,导致数据丢失率较高之外,与 TD 儿童相比,ASD 儿童在观看两种类型的绘画时并没有表现出明显的偏好。因此,我们倾向于认为,使用眼动仪的两组儿童对 ASD 和 TD 绘画双连画的偏好没有明显差异,他们的特征值表明他们对绘画没有观看偏好。
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来源期刊
Displays
Displays 工程技术-工程:电子与电气
CiteScore
4.60
自引率
25.60%
发文量
138
审稿时长
92 days
期刊介绍: Displays is the international journal covering the research and development of display technology, its effective presentation and perception of information, and applications and systems including display-human interface. Technical papers on practical developments in Displays technology provide an effective channel to promote greater understanding and cross-fertilization across the diverse disciplines of the Displays community. Original research papers solving ergonomics issues at the display-human interface advance effective presentation of information. Tutorial papers covering fundamentals intended for display technologies and human factor engineers new to the field will also occasionally featured.
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