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
  • [1] EYE-MOVEMENT AND PUPILLARY RESPONSE INDEXES OF MENTAL WORKLOAD DURING VISUAL-SEARCH OF SYMBOLIC DISPLAYS
    BACKS, RW
    WALRATH, LC
    APPLIED ERGONOMICS, 1992, 23 (04) : 243 - 254
  • [2] Visual reinforcement shapes eye movements in visual search
    Paeye, Celine
    Schuetz, Alexander C.
    Gegenfurtner, Karl R.
    JOURNAL OF VISION, 2016, 16 (10): : 1 - 15
  • [3] Eye movements and familiarity effects in visual search
    Greene, HH
    Rayner, K
    VISION RESEARCH, 2001, 41 (27) : 3763 - 3773
  • [4] Eye movements in the visual search of word lists
    Ojanpää, H
    Näsänen, R
    Kojo, I
    VISION RESEARCH, 2002, 42 (12) : 1499 - 1512
  • [5] Eye movements during visual search in patients with glaucoma
    Nicholas D Smith
    Fiona C Glen
    David P Crabb
    BMC Ophthalmology, 12
  • [6] Eye movements during visual search in patients with glaucoma
    Smith, Nicholas D.
    Glen, Fiona C.
    Crabb, David P.
    BMC OPHTHALMOLOGY, 2012, 12
  • [7] Comparing visual search and eye movements in bilinguals and monolinguals
    Ileana Ratiu
    Michael C. Hout
    Stephen C. Walenchok
    Tamiko Azuma
    Stephen D. Goldinger
    Attention, Perception, & Psychophysics, 2017, 79 : 1695 - 1725
  • [8] Comparing visual search and eye movements in bilinguals and monolinguals
    Ratiu, Ileana
    Hout, Michael C.
    Walenchok, Stephen C.
    Azuma, Tamiko
    Goldinger, Stephen D.
    ATTENTION PERCEPTION & PSYCHOPHYSICS, 2017, 79 (06) : 1695 - 1725
  • [9] The guidance of eye movements during active visual search
    Motter, BC
    Belky, EJ
    VISION RESEARCH, 1998, 38 (12) : 1805 - 1815
  • [10] Visual search and eye movements in novel and familiar contexts
    McDermott, Kyle
    Mulligan, Jeffrey B.
    Bebis, George
    Webster, Michael A.
    HUMAN VISION AND ELECTRONIC IMAGING XI, 2006, 6057