Using Eye Aspect Ratio to Enhance Fast and Objective Assessment of Facial Paralysis

被引:7
|
作者
Feng, Jialing [1 ]
Guo, Zhexiao [1 ,2 ]
Wang, Jun [3 ]
Dan, Guo [1 ,2 ]
机构
[1] Shenzhen Univ, Sch Biomed Engn, Hlth Sci Ctr, Shenzhen, Peoples R China
[2] Shenzhen Inst Neurosci, Shenzhen, Peoples R China
[3] Southern Med Univ, Shenzhen Hosp, Shenzhen, Peoples R China
关键词
GRADING SYSTEM;
D O I
10.1155/2020/1038906
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
A rapid and objective assessment of the severity of facial paralysis allows rehabilitation physicians to choose the optimal rehabilitation treatment regimen for their patients. In this study, patients with facial paralysis were enrolled as study objects, and the eye aspect ratio (EAR) index was proposed for the eye region. The correlation between EAR and the facial nerve grading system 2.0 (FNGS 2.0) score was analyzed to verify the ability of EAR to enhance FNGS 2.0 for the rapid and objective assessment of the severity of the facial paralysis. Firstly, in order to accurately calculate the EAR, we constructed a landmark detection model based on the face images of facial paralysis patients (FP-FLDM). Evaluation results showed that the error rate of facial feature point detection in patients with facial paralysis of FP-FLDM is 17.1%, which was significantly superior to the landmark detection model based on normal face images (NF-FLDM). Secondly, in this study, the Frechet distance was used to calculate the difference in bilateral EAR of facial paralysis patients and to verify the correlation between this difference and the corresponding FNGS 2.0 score. The results showed that the higher the FNGS 2.0 score , the greater the difference in bilateral EAR. The correlation coefficient between the bilateral EAR difference and the corresponding FNGS 2.0 score was 0.9673, indicating a high correlation. Finally, through a 10-fold crossvalidation, we can know that the accuracy of scoring the eyes of patients with facial paralysis using EAR was 85.7%, which can be used to enhance the objective and rapid assessment of the severity of facial paralysis by FNGS 2.0.
引用
收藏
页数:11
相关论文
共 50 条
  • [1] ELECTRONEUROGRAPHY - OBJECTIVE PROGNOSTIC ASSESSMENT OF FACIAL PARALYSIS
    HUGHES, GB
    AMERICAN JOURNAL OF OTOLOGY, 1982, 4 (01): : 73 - 76
  • [2] Objective Assessment of Facial Paralysis Using Infrared Thermography and Formal Concept Analysis
    Liu Xu-long
    Hong Wen-xue
    Liu Jie-min
    SPECTROSCOPY AND SPECTRAL ANALYSIS, 2014, 34 (04) : 932 - 936
  • [3] The social distraction of facial paralysis: Objective measurement of social attention using eye-tracking
    Ishii, Lisa
    Dey, Jacob
    Boahene, Kofi D. O.
    Byrne, Patrick J.
    Ishii, Masaru
    LARYNGOSCOPE, 2016, 126 (02): : 334 - 339
  • [4] Adjusting eye aspect ratio for strong eye blink detection based on facial landmarks
    Dewi, Christine
    Chen, Rung-Ching
    Jiang, Xiaoyi
    Yu, Hui
    PEERJ COMPUTER SCIENCE, 2022, 8
  • [5] Facial imaging and landmark detection technique for objective assessment of unilateral peripheral facial paralysis
    Guo, Zhexiao
    Li, Weiben
    Dai, Juan
    Xiang, Jianghuai
    Dan, Guo
    ENTERPRISE INFORMATION SYSTEMS, 2022, 16 (10-11) : 1556 - 1572
  • [6] Objective Assessment of the Repeated Botox Treatment to the Synkinesis of Facial Paralysis by the Integrated Electromyography
    Homma, Tsutomu
    Uemura, Noriko
    Tanaka, Kentaro
    Mori, Hiroki
    Okazaki, Mutsumi
    JOURNAL OF CRANIOFACIAL SURGERY, 2024, 35 (02) : 577 - 581
  • [7] Restoration of eye closure in facial paralysis using implantable electromagnetic actuator
    Hasmat, Shaheen
    Lovell, Nigel H.
    Suaning, Gregg J.
    Low, Tsu-Hui
    Clark, Jonathan
    JOURNAL OF PLASTIC RECONSTRUCTIVE AND AESTHETIC SURGERY, 2016, 69 (11): : 1521 - 1525
  • [8] Drowsiness Detection System using Eye Aspect Ratio Technique
    Sathasivam, Saravanaraj
    Mahamad, Abd Kadir
    Saon, Sharifah
    Sidek, Azmi
    Som, Mohamad Md
    Ameen, Hussein Ali
    2020 18TH IEEE STUDENT CONFERENCE ON RESEARCH AND DEVELOPMENT (SCORED), 2020, : 448 - 452
  • [9] ASSESSMENT OF BELLS PALSY AND POSTTRAUMATIC PARALYSIS OF FACIAL NERVE AND OBJECTIVE PRINCIPLES FOR SURGICAL INTERVENTION
    MUNDNICH, K
    NESSEL, E
    HNO, 1973, 21 (01) : 12 - 14
  • [10] Objective Grading of Facial Paralysis Using Local Binary Patterns in Video Processing
    He, Shu
    Soraghan, John J.
    O'Reilly, Brian F.
    2008 30TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-8, 2008, : 4805 - +