Response time and eye tracking datasets for activities demanding varying cognitive load

被引:6
作者
Pillai, Prarthana [1 ]
Ayare, Prathamesh [1 ]
Balasingam, Balakumar [1 ]
Milne, Kevin [2 ]
Biondi, Francesco [2 ]
机构
[1] Univ Windsor, Dept Elect & Comp Engn, 401 Sunset Ave, Windsor, ON N9G 3P4, Canada
[2] Univ Windsor, Fac Human Kinet, 401 Sunset Ave, Windsor, ON N9G 3P4, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Cognitive load detection; Eye-tracking; Pupil dilation; Human-computer interface; Detection response task (DRT); Psychological signals; Detection; Signal processing; Machine learning; TASK;
D O I
10.1016/j.dib.2020.106389
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
The dataset contains the following three measures that are widely used to determine cognitive load in humans: Detection Response Task - response time, pupil diameter, and eye gaze. These measures were recorded from 28 participants while they underwent tasks that are designed to permeate three different cognitive difficulty levels. The dataset will be useful to those researchers who seek to employ low cost, non-invasive sensors to detect cognitive load in humans and to develop algorithms for human-system automation. One such application is found in Advanced Driver Assistance Systems where eye-trackers are employed to monitor the alertness of the drivers. The dataset would also be helpful to researchers who are interested in employing machine learning algorithms to develop predictive models of humans for applications in human-machine system automation. The data is collected by the authors at the Department of Electrical & Computer Engineering in collaboration with the Faculty of Human Kinetics at the University of Windsor under the guidance of their Research Ethics Board. (C) 2020 The Authors. Published by Elsevier Inc.
引用
收藏
页数:11
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