Detecting Intention Through Motor-Imagery-Triggered Pupil Dilations

被引:4
|
作者
Rozado, David [1 ]
Lochner, Martin [2 ]
Engelke, Ulrich [1 ]
Dunser, Andreas [1 ]
机构
[1] Commonwealth Sci & Ind Res Org, Canberra, ACT, Australia
[2] Commonwealth Sci & Ind Res Org, Cognit Informat Team, Data61, Canberra, ACT, Australia
来源
HUMAN-COMPUTER INTERACTION | 2019年 / 34卷 / 01期
关键词
VISUAL-IMAGERY; PUPILLOMETRY; TASKS; BCI; CLASSIFICATION; MEMORY; LIGHT;
D O I
10.1080/07370024.2017.1293540
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Human-computer interaction systems that bypass manual control can be beneficial for many use cases, including users with severe motor disability. We investigated pupillometry (inferring mental activity via dilations of the pupil) as an interaction method because it is noninvasive, easy to analyse, and increasingly available for practical development. In 3 experiments we investigated the efficacy of using pupillometry to detect imaginary motor movements of the hand. In Experiment 1 we demonstrated that, on average, the pupillary response is greater when the participant is imagining a hand-grasping motion, as compared with the control condition. In Experiment 2 we investigated how imaginary hand-grasping affects the pupillary response over time. In Experiment 3 we employed a simple classifier to demonstrate single-trial detection of imagined motor events using pupillometry. Using the mean pupil diameter of a single trial, accuracy rates as high as 71.25%, were achieved. Implications for the development of a pupillometry-based switch and future directions are discussed.
引用
收藏
页码:83 / 113
页数:31
相关论文
共 50 条
  • [21] Acquiring functional object knowledge through motor imagery?
    Paulus, Markus
    van Elk, Michiel
    Bekkering, Harold
    [J]. EXPERIMENTAL BRAIN RESEARCH, 2012, 218 (02) : 181 - 188
  • [22] Enhancing voluntary imitation through attention and motor imagery
    Bek, Judith
    Poliakoff, Ellen
    Marshall, Hannah
    Trueman, Sophie
    Gowen, Emma
    [J]. EXPERIMENTAL BRAIN RESEARCH, 2016, 234 (07) : 1819 - 1828
  • [23] Enhancing voluntary imitation through attention and motor imagery
    Judith Bek
    Ellen Poliakoff
    Hannah Marshall
    Sophie Trueman
    Emma Gowen
    [J]. Experimental Brain Research, 2016, 234 : 1819 - 1828
  • [24] Acquiring functional object knowledge through motor imagery?
    Markus Paulus
    Michiel van Elk
    Harold Bekkering
    [J]. Experimental Brain Research, 2012, 218 : 181 - 188
  • [25] Peripheral Electrical Stimulation Triggered by Self-Paced Detection of Motor Intention Enhances Motor Evoked Potentials
    Niazi, Imran Khan
    Mrachacz-Kersting, Natalie
    Jiang, Ning
    Dremstrup, Kim
    Farina, Dario
    [J]. IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING, 2012, 20 (04) : 595 - 604
  • [26] Facilitation of motor imagery through movement-related cueing
    Heremans, Elke
    Helsen, Werner F.
    De Poel, Harjo J.
    Alaerts, Kaat
    Meyns, Pieter
    Feys, Peter
    [J]. BRAIN RESEARCH, 2009, 1278 : 50 - 58
  • [27] Improving motor imagery through a mirror box for BCI users
    Gomez, Diana Margarita Casas
    Braidot, Ariel Andres Antonio
    [J]. JOURNAL OF NEUROPHYSIOLOGY, 2024, 131 (05) : 832 - 841
  • [28] Pioneering EEG Motor Imagery Classification Through Counterfactual Analysis
    Yin, Kang
    Shin, Hye-Bin
    Kim, Hee-Dong
    [J]. 2024 12TH INTERNATIONAL WINTER CONFERENCE ON BRAIN-COMPUTER INTERFACE, BCI 2024, 2024,
  • [29] Detecting and monitoring aquacultural patterns through multitemporal SAR imagery analysis
    Profeti, G
    Travaglia, C
    Carlà, R
    [J]. REMOTE SENSING FOR AGRICULTURE, ECOSYSTEMS, AND HYDROLOGY IV, 2003, 4879 : 410 - 418
  • [30] TRAINING IMAGERY PRODUCTION IN YOUNG CHILDREN THROUGH MOTOR INVOLVEMENT
    VARLEY, WH
    SEVERSON, RA
    WOLFF, P
    LEVIN, JR
    [J]. JOURNAL OF EDUCATIONAL PSYCHOLOGY, 1974, 66 (02) : 262 - 266