DocumentCode :
3373289
Title :
Automatic hookworm image detection for wireless capsule endoscopy using hybrid color gradient and contourlet transform
Author :
Honghan Chen ; Junzhou Chen ; Qiang Peng ; Ganglu Sun ; Tao Gan
Author_Institution :
Dept. of Comput. Sci. & Technol., Southwest Jiaotong Univ., Chengdu, China
fYear :
2013
fDate :
16-18 Dec. 2013
Firstpage :
116
Lastpage :
120
Abstract :
Wireless Capsule Endoscopy (WCE) is a relative novel technology, which can view entire gastrointestinal (GI) tract without invasiveness and sedation. The main disadvantage associated with WCE is that the huge number of recorded images must be examined by clinicians. It is a tedious and time consuming task. Developing an automatic computer-aided detection system to alleviate the burden of clinicians is required. In this paper, we proposed a new hookworm image detection algorithm. A new gradient space, named Hybrid Color Gradient (HCG) for hookworm detection is developed by analyzing the characteristics of hookworm infection images. Contourlet transformation is introduced to construct the final features. Real experiments using SVM show that reasonable classification results can be obtained. Moreover, according to our literature survey, this is the first work on automatic hookworm detection of WCE images.
Keywords :
biomedical optical imaging; biomedical telemetry; computer aided analysis; diseases; endoscopes; gradient methods; image classification; image colour analysis; medical image processing; support vector machines; wavelet transforms; HCG; SVM; WCE images; automatic computer-aided detection system; automatic hookworm image detection; contourlet transformation; gastrointestinal tract; gradient space; hookworm image detection algorithm; hookworm infection image characteristics; hybrid color gradient; image classification; tedious consuming task; time consuming task; wireless capsule endoscopy; Diseases; Endoscopes; Feature extraction; Image color analysis; Sensitivity; Transforms; Wireless communication; color gradient; contourlet transform; hookworm; wireless capsule endoscopy;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Biomedical Engineering and Informatics (BMEI), 2013 6th International Conference on
Conference_Location :
Hangzhou
Print_ISBN :
978-1-4799-2760-9
Type :
conf
DOI :
10.1109/BMEI.2013.6746918
Filename :
6746918
Link To Document :
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