Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Kim, Hyun Seok, Kim, So Young, Kim, Young Ho, Park, Kwang Suk
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2015
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
_version_ 1782399371985289216
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
work_keys_str_mv AT kimhyunseok asmartphonebasedautomaticdiagnosissystemforfacialnervepalsy
AT kimsoyoung asmartphonebasedautomaticdiagnosissystemforfacialnervepalsy
AT kimyoungho asmartphonebasedautomaticdiagnosissystemforfacialnervepalsy
AT parkkwangsuk asmartphonebasedautomaticdiagnosissystemforfacialnervepalsy
AT kimhyunseok smartphonebasedautomaticdiagnosissystemforfacialnervepalsy
AT kimsoyoung smartphonebasedautomaticdiagnosissystemforfacialnervepalsy
AT kimyoungho smartphonebasedautomaticdiagnosissystemforfacialnervepalsy
AT parkkwangsuk smartphonebasedautomaticdiagnosissystemforfacialnervepalsy