A Human-Computer Control System Based on Intelligent Recognition of Eye Movements and Its Application in Wheelchair Driving

被引:21
作者
Luo, Wenping [1 ,2 ]
Cao, Jianting [1 ]
Ishikawa, Kousuke [3 ]
Ju, Dongying [1 ,2 ,3 ]
机构
[1] Saitama Inst Technol, Grad Sch Engn, Fukaya 3690217, Japan
[2] Ningbo Haizhi Inst Mat Ind Innovat, Ningbo 315033, Peoples R China
[3] Tokyo Green Power Elect Res Inst Co Ltd, Tokyo 1110022, Japan
关键词
human-computer interaction; binarization; convolutional neural networks; machine learning; PEOPLE; ALS;
D O I
10.3390/mti5090050
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 practical human-computer interaction system for wheelchair motion through eye tracking and eye blink detection. In this system, the pupil in the eye image has been extracted after binarization, and the center of the pupil was localized to capture the trajectory of eye movement and determine the direction of eye gaze. Meanwhile, convolutional neural networks for feature extraction and classification of open-eye and closed-eye images have been built, and machine learning was performed by extracting features from multiple individual images of open-eye and closed-eye states for input to the system. As an application of this human-computer interaction control system, experimental validation was carried out on a modified wheelchair and the proposed method proved to be effective and reliable based on the experimental results.
引用
收藏
页数:15
相关论文
共 36 条
  • [1] Albawi S, 2017, I C ENG TECHNOL
  • [2] Arai K, 2011, INT J ADV COMPUT SC, V2, P98
  • [3] Araujo J.M., 2020, ACM S EYE TRACK RES
  • [4] Models of disablement, universalism and the international classification of impairments, disabilities and handicaps
    Bickenbach, JE
    Chatterji, S
    Badley, EM
    Üstün, TB
    [J]. SOCIAL SCIENCE & MEDICINE, 1999, 48 (09) : 1173 - 1187
  • [5] Carrasquilla-Batista A., 2017, P INT S WEAR ROB REH
  • [6] A head orientated wheelchair for people with disabilities
    Chen, YL
    Chen, SC
    Chen, WL
    Lin, JF
    [J]. DISABILITY AND REHABILITATION, 2003, 25 (06): : 249 - 253
  • [7] Choi K, 2008, LECT NOTES COMPUT SC, V5326, P330, DOI 10.1007/978-3-540-88906-9_42
  • [8] Chowdhury T.T., 2019, P IEEE INT C BIOM EN
  • [9] Electrical and Hemodynamic Neural Functions in People With ALS: An EEG-fNIRS Resting-State Study
    Deligani, Roohollah Jafari
    Hosni, Sarah Ismail
    Borgheai, Seyyed Bahram
    McLinden, John
    Zisk, Alyssa Hillary
    Mankodiya, Kunal
    Shahriari, Yalda
    [J]. IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING, 2020, 28 (12) : 3129 - 3139
  • [10] Drewes H, 2007, LECT NOTES COMPUT SC, V4663, P475