Mental Workload Classification By Eye Movements In Visual Search Tasks

被引:0
|
作者
Pang, Liping [1 ]
Fan, Yurong [1 ]
Deng, Ye [2 ]
Wang, Xin [2 ]
Wang, Tianbo [3 ]
机构
[1] Beihang Univ, Sch Aeronaut Sci & Engn, Beijing, Peoples R China
[2] China Inst Marine Technol & Econ, Marine Human Factors Engn Lab, Beijing, Peoples R China
[3] Shenyang Aerosp Univ, Sch Econ & Management, Shenyang, Peoples R China
来源
2020 13TH INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING, BIOMEDICAL ENGINEERING AND INFORMATICS (CISP-BMEI 2020) | 2020年
关键词
Eye Movements; Mental Workload; Visual Search Tasks;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a method to objectively evaluate mental workload by analyzing the changes of eye movements characteristics in different visual search tasks. Eye movements data were collected by the eye tracking device called Eye Tracking Core+ while subjects were performing four different visual search tasks produced by NASA's Multi-Attribute Task Battery (MATB) on the screen of computer. By varying the difficulty of visual search tasks, the eye movements were measured to examine whether they could be used to classify the mental workload. As a result, the five indexes (Saccades Amplitude, Saccades Velocity, Fixation Duration, Blink Duration and Pupil Diameter) showed significant differences under low and high workload of visual search tasks. Moreover, with the increase of task workload, Saccades Amplitude, Saccades Velocity, and Blink Duration decreased significantly, while Fixation Duration and Pupil Diameter increased gradually.
引用
收藏
页码:29 / 33
页数:5
相关论文
共 50 条
  • [21] Anchoring visual search in scenes: Assessing the role of anchor objects on eye movements during visual search
    Boettcher, Sage E. P.
    Draschkow, Dejan
    Dienhart, Eric
    Vo, Melissa L-H.
    JOURNAL OF VISION, 2018, 18 (13): : 1 - 13
  • [22] A Study on Visual Workload Components: Effects of Component Combination and Scenario Complexity on Mental Workload in Maritime Operation Tasks
    Deng, Ye
    Wang, Yuexuan
    She, Manrong
    Zhang, Yijing
    Li, Zhizhong
    ENGINEERING PSYCHOLOGY AND COGNITIVE ERGONOMICS, EPCE 2019, 2019, 11571 : 20 - 28
  • [23] Mental workload is reflected in driver behaviour, physiology, eye movements and prefrontal cortex activation
    Foy, Hannah J.
    Chapman, Peter
    APPLIED ERGONOMICS, 2018, 73 : 90 - 99
  • [24] Evaluation of Mental Workload Associated With Time Pressure in Rapid Serial Visual Presentation Tasks
    Yi, Weibo
    Qiu, Shuang
    Fan, Xinan
    Zhang, Lijian
    Ming, Dong
    IEEE TRANSACTIONS ON COGNITIVE AND DEVELOPMENTAL SYSTEMS, 2022, 14 (02) : 608 - 616
  • [25] Eye movements during visual search: the costs of choosing the optimal path
    Araujo, C
    Kowler, E
    Pavel, M
    VISION RESEARCH, 2001, 41 (25-26) : 3613 - 3625
  • [26] Visual search and eye movements in drivers with different experience. A review
    Tejero Gimeno, Pilar
    Pastor Cerezuela, Gemma
    Crespo, Antonio
    ANALES DE PSICOLOGIA, 2004, 20 (01): : 127 - 145
  • [27] Head and eye movements and the role of memory limitations in a visual search paradigm
    Hardiess, Gregor
    Gillner, Sabine
    Mallot, Hanspeter A.
    JOURNAL OF VISION, 2008, 8 (01): : 1 - 13
  • [28] Changes in the functional visual field during search with and without eye movements
    Motter, Brad C.
    Simoni, Digho A.
    VISION RESEARCH, 2008, 48 (22) : 2382 - 2393
  • [29] Head and eye movements in visual search using night vision goggles
    Geri, GA
    Martin, EL
    Wetzel, PA
    AVIATION SPACE AND ENVIRONMENTAL MEDICINE, 2002, 73 (08): : 779 - 786
  • [30] Eye Movements Reveal how Task Difficulty Moulds Visual Search
    Young, Angela H.
    Hulleman, Johan
    JOURNAL OF EXPERIMENTAL PSYCHOLOGY-HUMAN PERCEPTION AND PERFORMANCE, 2013, 39 (01) : 168 - 190