AN INTELLIGENT DECISION SUPPORT SYSTEM BASED ON IMAGE PROCESSING FOR EVALUATING OF THE ENDOSCOPIC IMAGES

In this study, a decision support system which helps the physician to determine the location of a polyp on the colonoscopic video images is presented. The system is composed of neural network classifier and features extracted from wavelet transform co-occurrence matrices. The proposed methodology is...

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Main Authors: Abdülkadir ŞENGÜR, İbrahim TÜRKOĞLU, M. Cevdet İNCE
Format: Article
Language:English
Published: Pamukkale University 2009-01-01
Series:Pamukkale University Journal of Engineering Sciences
Subjects:
Online Access:http://dergipark.ulakbim.gov.tr/pajes/article/view/5000088775
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spelling doaj-76c37b75c8a24a8f8dcd8b94258c719d2020-11-24T22:41:36ZengPamukkale UniversityPamukkale University Journal of Engineering Sciences1300-70092147-58812009-01-0115133425000082844AN INTELLIGENT DECISION SUPPORT SYSTEM BASED ON IMAGE PROCESSING FOR EVALUATING OF THE ENDOSCOPIC IMAGESAbdülkadir ŞENGÜRİbrahim TÜRKOĞLUM. Cevdet İNCEIn this study, a decision support system which helps the physician to determine the location of a polyp on the colonoscopic video images is presented. The system is composed of neural network classifier and features extracted from wavelet transform co-occurrence matrices. The proposed methodology is applied to a sequence of colonoscopic video frames which have normal and abnormal formations. The application results are evaluated with respect to the sensitivity and specificity analysis. As a result of the evaluation criterion, 90.2 % sensitivity and 88.7 % specificity values are obtained by using statistical features of the wavelet transform co occurrence matrices and neural networks.http://dergipark.ulakbim.gov.tr/pajes/article/view/5000088775Kolonoskopik görüntüler, Polipli doku, Dalgacık dönüşümü, Eş-oluşum matrisleri, Yapay sinir ağları.
collection DOAJ
language English
format Article
sources DOAJ
author Abdülkadir ŞENGÜR
İbrahim TÜRKOĞLU
M. Cevdet İNCE
spellingShingle Abdülkadir ŞENGÜR
İbrahim TÜRKOĞLU
M. Cevdet İNCE
AN INTELLIGENT DECISION SUPPORT SYSTEM BASED ON IMAGE PROCESSING FOR EVALUATING OF THE ENDOSCOPIC IMAGES
Pamukkale University Journal of Engineering Sciences
Kolonoskopik görüntüler, Polipli doku, Dalgacık dönüşümü, Eş-oluşum matrisleri, Yapay sinir ağları.
author_facet Abdülkadir ŞENGÜR
İbrahim TÜRKOĞLU
M. Cevdet İNCE
author_sort Abdülkadir ŞENGÜR
title AN INTELLIGENT DECISION SUPPORT SYSTEM BASED ON IMAGE PROCESSING FOR EVALUATING OF THE ENDOSCOPIC IMAGES
title_short AN INTELLIGENT DECISION SUPPORT SYSTEM BASED ON IMAGE PROCESSING FOR EVALUATING OF THE ENDOSCOPIC IMAGES
title_full AN INTELLIGENT DECISION SUPPORT SYSTEM BASED ON IMAGE PROCESSING FOR EVALUATING OF THE ENDOSCOPIC IMAGES
title_fullStr AN INTELLIGENT DECISION SUPPORT SYSTEM BASED ON IMAGE PROCESSING FOR EVALUATING OF THE ENDOSCOPIC IMAGES
title_full_unstemmed AN INTELLIGENT DECISION SUPPORT SYSTEM BASED ON IMAGE PROCESSING FOR EVALUATING OF THE ENDOSCOPIC IMAGES
title_sort intelligent decision support system based on image processing for evaluating of the endoscopic images
publisher Pamukkale University
series Pamukkale University Journal of Engineering Sciences
issn 1300-7009
2147-5881
publishDate 2009-01-01
description In this study, a decision support system which helps the physician to determine the location of a polyp on the colonoscopic video images is presented. The system is composed of neural network classifier and features extracted from wavelet transform co-occurrence matrices. The proposed methodology is applied to a sequence of colonoscopic video frames which have normal and abnormal formations. The application results are evaluated with respect to the sensitivity and specificity analysis. As a result of the evaluation criterion, 90.2 % sensitivity and 88.7 % specificity values are obtained by using statistical features of the wavelet transform co occurrence matrices and neural networks.
topic Kolonoskopik görüntüler, Polipli doku, Dalgacık dönüşümü, Eş-oluşum matrisleri, Yapay sinir ağları.
url http://dergipark.ulakbim.gov.tr/pajes/article/view/5000088775
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