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Innovative concepts for newborn pain based systems with Hu moment and similar classifier

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Main Authors: Muhammad Naufal, Mansor, Mohd Nazri, Rejab
Other Authors: apairia@yahoo.com
Format: Article
Language:English
Published: Trans Tech Publications Inc. 2014
Subjects:
Hu moment
Infant pain
Similar classifier
Online Access:http://dspace.unimap.edu.my:80/dspace/handle/123456789/34716
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spelling my.unimap-347162014-05-25T07:39:00Z Innovative concepts for newborn pain based systems with Hu moment and similar classifier Muhammad Naufal, Mansor Mohd Nazri, Rejab apairia@yahoo.com nazri_554@yahoo.com Hu moment Infant pain Similar classifier Link to publisher's homepage at http://www.ttp.net/ Image analysis of infant pain has been proven to be an excellent tool in the area of automatic detection of pathological status of an infant. This paper investigates the application of parameter weighting for invariant moments to provide the robust representation of infant pain images. Two classes of infant images were considered such as normal images, and babies in pain. A Similar Classifier is suggested to classify the infant images into normal and pathological images. Similar Classifier is trained with different spread factor or smoothing parameter to obtain better classification accuracy. The experimental results demonstrate that the suggested features and classification algorithms give very promising classification accuracy of above 89.54% and it expounds that the suggested method can be used to help medical professionals for diagnosing pathological status of an infant from face images. 2014-05-25T07:39:00Z 2014-05-25T07:39:00Z 2014 Article Applied Mechanics and Materials, vol.475-476, 2014, pages 1098-1103 1662-7482 http://dspace.unimap.edu.my:80/dspace/handle/123456789/34716 http://www.scientific.net/AMM.475-476.1098 10.4028/www.scientific.net/AMM.475-476.1098 en Trans Tech Publications Inc.
institution Universiti Malaysia Perlis
building UniMAP Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Perlis
content_source UniMAP Library Digital Repository
url_provider http://dspace.unimap.edu.my/
language English
topic Hu moment
Infant pain
Similar classifier
spellingShingle Hu moment
Infant pain
Similar classifier
Muhammad Naufal, Mansor
Mohd Nazri, Rejab
Innovative concepts for newborn pain based systems with Hu moment and similar classifier
description Link to publisher's homepage at http://www.ttp.net/
author2 apairia@yahoo.com
author_facet apairia@yahoo.com
Muhammad Naufal, Mansor
Mohd Nazri, Rejab
format Article
author Muhammad Naufal, Mansor
Mohd Nazri, Rejab
author_sort Muhammad Naufal, Mansor
title Innovative concepts for newborn pain based systems with Hu moment and similar classifier
title_short Innovative concepts for newborn pain based systems with Hu moment and similar classifier
title_full Innovative concepts for newborn pain based systems with Hu moment and similar classifier
title_fullStr Innovative concepts for newborn pain based systems with Hu moment and similar classifier
title_full_unstemmed Innovative concepts for newborn pain based systems with Hu moment and similar classifier
title_sort innovative concepts for newborn pain based systems with hu moment and similar classifier
publisher Trans Tech Publications Inc.
publishDate 2014
url http://dspace.unimap.edu.my:80/dspace/handle/123456789/34716
_version_ 1643797567637553152
score 13.214268

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