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Using Eye Aspect Ratio to Enhance Fast and Objective Assessment of Facial Paralysis
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 prop...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7204376/ https://www.ncbi.nlm.nih.gov/pubmed/32411275 http://dx.doi.org/10.1155/2020/1038906 |
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author | Feng, Jialing Guo, Zhexiao Wang, Jun Dan, Guo |
author_facet | Feng, Jialing Guo, Zhexiao Wang, Jun Dan, Guo |
author_sort | Feng, Jialing |
collection | PubMed |
description | 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 Fréchet 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. |
format | Online Article Text |
id | pubmed-7204376 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-72043762020-05-14 Using Eye Aspect Ratio to Enhance Fast and Objective Assessment of Facial Paralysis Feng, Jialing Guo, Zhexiao Wang, Jun Dan, Guo Comput Math Methods Med Research Article 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 Fréchet 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. Hindawi 2020-01-29 /pmc/articles/PMC7204376/ /pubmed/32411275 http://dx.doi.org/10.1155/2020/1038906 Text en Copyright © 2020 Jialing Feng et al. http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Feng, Jialing Guo, Zhexiao Wang, Jun Dan, Guo Using Eye Aspect Ratio to Enhance Fast and Objective Assessment of Facial Paralysis |
title | Using Eye Aspect Ratio to Enhance Fast and Objective Assessment of Facial Paralysis |
title_full | Using Eye Aspect Ratio to Enhance Fast and Objective Assessment of Facial Paralysis |
title_fullStr | Using Eye Aspect Ratio to Enhance Fast and Objective Assessment of Facial Paralysis |
title_full_unstemmed | Using Eye Aspect Ratio to Enhance Fast and Objective Assessment of Facial Paralysis |
title_short | Using Eye Aspect Ratio to Enhance Fast and Objective Assessment of Facial Paralysis |
title_sort | using eye aspect ratio to enhance fast and objective assessment of facial paralysis |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7204376/ https://www.ncbi.nlm.nih.gov/pubmed/32411275 http://dx.doi.org/10.1155/2020/1038906 |
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