Title of article :
Using Eye Aspect Ratio to Enhance Fast and Objective Assessment of Facial Paralysis
Author/Authors :
Feng, Jialing School of Biomedical Engineering - Health Science Center - Shenzhen University - Shenzhen, China , Guo, Zhexiao School of Biomedical Engineering - Health Science Center - Shenzhen University - Shenzhen, China , Wang, Jun Shenzhen Hospital - Southern Medical University - Shenzhen, China , Dan, Guo School of Biomedical Engineering - Health Science Center - Shenzhen University - Shenzhen, China
Abstract :
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.
Keywords :
Eye , Paralysis , Enhance , FP-FLDM
Journal title :
Computational and Mathematical Methods in Medicine