Estimation of Cognitive Load based on the Pupil Size Dilation

被引:0
|
作者
Gavas, Rahul [1 ]
Chatterjee, Debatri [1 ]
Sinha, Aniruddha [1 ]
机构
[1] Tata Consultancy Serv Ltd, TCS Res & Innovat, Kolkata, India
来源
2017 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC) | 2017年
关键词
Cognitive load; eye tracking; pupil size; EYE-TRACKING DATA; PROCESSING LOAD; MENTAL WORKLOAD; PUPILLOMETRY; TASK;
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
Cognitive load corresponds to the amount of working memory demanded while performing a certain task. Estimation of cognitive load is crucial to many domains and the usage of pupil size dilation to accomplish this is widely researched. However, existing approaches suffer severely as they are largely based on the raw pupil size. In this study, we aim to use the frequency domain analysis of the pupil size variations to get an insight of the load imposed. We propose a cognitive load metric based on the power and frequency relations at the mean frequency of the variation in pupil size. The stimulus used is a mental addition task which is designed in a manner to induce low and high cognitive loads on the participants. Results show good separation in the metric for the tasks inducing low and high mental workloads in contrast to the state of the art methods.
引用
收藏
页码:1499 / 1504
页数:6
相关论文
共 50 条
  • [1] Pupil dilation as cognitive load measure in instructional videos on complex chemical representations
    Rodemer, Marc
    Karch, Jessica
    Bernholt, Sascha
    FRONTIERS IN EDUCATION, 2023, 8
  • [2] Cognitive load-induced pupil dilation reflects potential flight ability
    Zheng, Zhong
    Gao, Shihuan
    Su, Yanjie
    Chen, Yulu
    Wang, Xieshun
    CURRENT PSYCHOLOGY, 2023, 42 (28) : 24871 - 24881
  • [3] Demonstrator for Extracting Cognitive Load from Pupil Dilation for Attention Management Services
    Gollan, Benedikt
    Haslgruebler, Michael
    Ferscha, Alois
    UBICOMP'16 ADJUNCT: PROCEEDINGS OF THE 2016 ACM INTERNATIONAL JOINT CONFERENCE ON PERVASIVE AND UBIQUITOUS COMPUTING, 2016, : 1566 - 1571
  • [4] Using pupil dilation to measure cognitive load when listening to text-to-speech in quiet and in noise
    Govender, Avashna
    Wagner, Anita E.
    King, Simon
    INTERSPEECH 2019, 2019, : 1551 - 1555
  • [5] Cognitive load-induced pupil dilation reflects potential flight ability
    Zhong Zheng
    Shihuan Gao
    Yanjie Su
    Yulu Chen
    Xieshun Wang
    Current Psychology, 2023, 42 : 24871 - 24881
  • [6] Leveraging Pupil Dilation Measures for Understanding Users' Cognitive Load During Visualization Processing
    Toker, Dereck
    Conati, Cristina
    ADJUNCT PUBLICATION OF THE 25TH CONFERENCE ON USER MODELING, ADAPTATION AND PERSONALIZATION (UMAP'17), 2017, : 267 - 270
  • [7] Model-Based Estimation of Mental Workload in Drivers Using Pupil Size Measurements
    Pillai, Prarthana
    Balasingam, Balakumar
    Biondi, Francesco N.
    2023 IEEE/ASME INTERNATIONAL CONFERENCE ON ADVANCED INTELLIGENT MECHATRONICS, AIM, 2023, : 815 - 821
  • [8] Shapelet Analysis of Pupil Dilation for Modeling Visuo-Cognitive Behavior in Screening Mammography
    Alamudun, Folami
    Yoon, Hong-Jun
    Hammond, Tracy
    Hudson, Kathy
    Morin-Ducote, Garnetta
    Tourassi, Georgia
    MEDICAL IMAGING 2016: IMAGE PERCEPTION, OBSERVER PERFORMANCE, AND TECHNOLOGY ASSESSMENT, 2016, 9787
  • [9] Training facilitates cognitive control on pupil dilation
    Ehlers, Jan
    Strauch, Christoph
    Huckauf, Anke
    2018 ACM SYMPOSIUM ON EYE TRACKING RESEARCH & APPLICATIONS (ETRA 2018), 2018,
  • [10] The eye as a window to the listening brain: Neural correlates of pupil size as a measure of cognitive listening load
    Zekveld, Adriana A.
    Heslenfeld, Dirk J.
    Johnsrude, Ingrid S.
    Versfeld, Niek J.
    Kramer, Sophia E.
    NEUROIMAGE, 2014, 101 : 76 - 86