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A Smartphone-Based Automatic Diagnosis System for Facial Nerve Palsy
Facial nerve palsy induces a weakness or loss of facial expression through damage of the facial nerve. A quantitative and reliable assessment system for facial nerve palsy is required for both patients and clinicians. In this study, we propose a rapid and portable smartphone-based automatic diagnosi...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4634507/ https://www.ncbi.nlm.nih.gov/pubmed/26506352 http://dx.doi.org/10.3390/s151026756 |
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author | Kim, Hyun Seok Kim, So Young Kim, Young Ho Park, Kwang Suk |
author_facet | Kim, Hyun Seok Kim, So Young Kim, Young Ho Park, Kwang Suk |
author_sort | Kim, Hyun Seok |
collection | PubMed |
description | Facial nerve palsy induces a weakness or loss of facial expression through damage of the facial nerve. A quantitative and reliable assessment system for facial nerve palsy is required for both patients and clinicians. In this study, we propose a rapid and portable smartphone-based automatic diagnosis system that discriminates facial nerve palsy from normal subjects. Facial landmarks are localized and tracked by an incremental parallel cascade of the linear regression method. An asymmetry index is computed using the displacement ratio between the left and right side of the forehead and mouth regions during three motions: resting, raising eye-brow and smiling. To classify facial nerve palsy, we used Linear Discriminant Analysis (LDA) and Support Vector Machine (SVM), and Leave-one-out Cross Validation (LOOCV) with 36 subjects. The classification accuracy rate was 88.9%. |
format | Online Article Text |
id | pubmed-4634507 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-46345072015-11-23 A Smartphone-Based Automatic Diagnosis System for Facial Nerve Palsy Kim, Hyun Seok Kim, So Young Kim, Young Ho Park, Kwang Suk Sensors (Basel) Article Facial nerve palsy induces a weakness or loss of facial expression through damage of the facial nerve. A quantitative and reliable assessment system for facial nerve palsy is required for both patients and clinicians. In this study, we propose a rapid and portable smartphone-based automatic diagnosis system that discriminates facial nerve palsy from normal subjects. Facial landmarks are localized and tracked by an incremental parallel cascade of the linear regression method. An asymmetry index is computed using the displacement ratio between the left and right side of the forehead and mouth regions during three motions: resting, raising eye-brow and smiling. To classify facial nerve palsy, we used Linear Discriminant Analysis (LDA) and Support Vector Machine (SVM), and Leave-one-out Cross Validation (LOOCV) with 36 subjects. The classification accuracy rate was 88.9%. MDPI 2015-10-21 /pmc/articles/PMC4634507/ /pubmed/26506352 http://dx.doi.org/10.3390/s151026756 Text en © 2015 by the authors; licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Kim, Hyun Seok Kim, So Young Kim, Young Ho Park, Kwang Suk A Smartphone-Based Automatic Diagnosis System for Facial Nerve Palsy |
title | A Smartphone-Based Automatic Diagnosis System for Facial Nerve Palsy |
title_full | A Smartphone-Based Automatic Diagnosis System for Facial Nerve Palsy |
title_fullStr | A Smartphone-Based Automatic Diagnosis System for Facial Nerve Palsy |
title_full_unstemmed | A Smartphone-Based Automatic Diagnosis System for Facial Nerve Palsy |
title_short | A Smartphone-Based Automatic Diagnosis System for Facial Nerve Palsy |
title_sort | smartphone-based automatic diagnosis system for facial nerve palsy |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4634507/ https://www.ncbi.nlm.nih.gov/pubmed/26506352 http://dx.doi.org/10.3390/s151026756 |
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