ROLE OF PUPIL DILATION AND FACIAL TEMPERATURE FEATURES IN STRESS DETECTION

被引:0
|
作者
Baltaci, Serdar [1 ]
Gokcay, Didem [1 ]
机构
[1] Ortadogu Tekn Univ, Enformat Enstitusu, Tip Bilisimi Bolumu, Ankara, Turkey
来源
2014 22ND SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU) | 2014年
关键词
facial temperature changes; pupil dilation; stress detection;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In order to differentiate the affective state of a computer user as it changes from relaxation to stress, features derived from pupil dilation and periorbital temperature are processed with machine learning techniques. When absolute signal values are used together with entropy based features, the accuracy of affective classification is observed to increase. When decision tree (C4.5) is tested for classification, best accuracy of detection of neutral versus aroused states is above 9%.
引用
收藏
页码:1259 / 1262
页数:4
相关论文
共 50 条
  • [1] Stress Detection in Human-Computer Interaction: Fusion of Pupil Dilation and Facial Temperature Features
    Baltaci, Serdar
    Gokcay, Didem
    INTERNATIONAL JOURNAL OF HUMAN-COMPUTER INTERACTION, 2016, 32 (12) : 956 - 966
  • [2] A preliminary investigation on the role of facial symmetry and facial expressions in attractiveness judgements and pupil dilation
    Hepsomali, P.
    Gokcay, D.
    PERCEPTION, 2014, 43 (01) : 126 - 127
  • [3] Evaluation of features derived from pupil dilation in a stress induction experiment
    Baltaci, Serdar
    Gokcay, Didem
    PERCEPTION, 2015, 44 : 366 - 366
  • [4] The pupil dilation response to visual detection
    Privitera, Claudio M.
    Renninger, Laura W.
    Carney, Thom
    Klein, Stanley
    Aguilar, Mario
    HUMAN VISION AND ELECTRONIC IMAGING XIII, 2008, 6806
  • [5] Automatic quantification of pupil dilation under stress
    Jomier, J
    Rault, E
    Aylward, SR
    2004 2ND IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING: MACRO TO NANO, VOLS 1 and 2, 2004, : 249 - 252
  • [6] Pupil dilation during visual target detection
    Privitera, Claudio M.
    Renninger, Laura W.
    Carney, Thom
    Klein, Stanley
    Aguilar, Mario
    JOURNAL OF VISION, 2010, 10 (10):
  • [7] Tracking and Evaluation of Pupil Dilation via Facial Point Marker Analysis
    Samara, Anas
    Galway, Leo
    Bond, Raymond
    Wang, Hui
    2017 IEEE INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICINE (BIBM), 2017, : 2037 - 2043
  • [8] Psychophysiological Reactions and Pupil Dilation During Stress and Relaxation
    Mauri, Maurizio
    APPLIED PSYCHOPHYSIOLOGY AND BIOFEEDBACK, 2011, 36 (01) : 60 - 60
  • [9] Human Auditory Detection and Discrimination Measured with the Pupil Dilation Response
    Avinash D. S. Bala
    Elizabeth A. Whitchurch
    Terry T. Takahashi
    Journal of the Association for Research in Otolaryngology, 2020, 21 : 43 - 59
  • [10] Human Auditory Detection and Discrimination Measured with the Pupil Dilation Response
    Bala, Avinash D. S.
    Whitchurch, Elizabeth A.
    Takahashi, Terry T.
    JARO-JOURNAL OF THE ASSOCIATION FOR RESEARCH IN OTOLARYNGOLOGY, 2020, 21 (01): : 43 - 59