DECISION SUPPORT SYSTEM BASED ON DCT TEXTURE FEATURES FOR DIAGNOSIS OF ESOPHAGITIS

Author:

SARAF SANTOSH S.1,UDUPI G. R.2,HAJARE SANTOSH D.3

Affiliation:

1. Research Center, Department of Electronics and Communications Engineering, Gogte Institute of Technology, Belgaum, Karnataka, India

2. Vishwanathrao Desphande Rural Institute of Technology, Haliyal, Karnataka, India

3. Department of Gastroenterology, K.L.E. Hospital and Research Center, Belgaum, Karnataka, India

Abstract

Esophagitis is essentially inflammation of the esophageal squamous mucosa. One of the major reasons for cause of Esophagitis is the acid reflux from the stomach. This condition is observed in the process of upper gastro-intestinal tract endoscopy and the diagnosis is arrived at by examining the images of the esophagus. The diagnosis is based on the observation of the lesions and coloration of the digestive mucosa. Our paper reports an implementation of Decision Support System (DSS) for diagnosis of Esophagitis based on the analysis of color and texture features of the images captured during the process of endoscopy. The Hue Saturation and Intensity color model is adapted. The statistical features of the Hue and Saturation form the color features and the texture features are determined by Discrete Cosine Transform coefficients of the image. The decision making structure is a feed forward neural network. The DSS has been tested and results are reported.

Publisher

World Scientific Pub Co Pte Lt

Subject

Biomedical Engineering

Cited by 3 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Computer Vision in Esophageal Cancer: A Literature Review;IEEE Access;2019

2. Mining textural knowledge in biological images: Applications, methods and trends;Computational and Structural Biotechnology Journal;2017

3. Analysis of Endoscopy Video Using Machine Learning Techniques;Journal of Medical Imaging and Health Informatics;2012-06-01

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