Polyp Detection in Wireless Capsule Endoscopy Images by Using Region-Based Active Contour Model

Publish Year: 1391
نوع سند: مقاله کنفرانسی
زبان: English
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شناسه ملی سند علمی:

ICBME19_098

تاریخ نمایه سازی: 9 بهمن 1392

Abstract:

Wireless Capsule Endoscopy (WCE) is an almost new technology to capture images from the whole of Gastrointestinal (GI) tract, noninvasively. WCE is a very useful technology to detect various abnormalities like blood based abnormalities, ulcers and polyps. We note that polyps are growing tissues occur on the surface of tissue instead of inside an organ. Most polyps are not cancerous but if one becomes larger than a centimeter, it can turn into cancer by great chance. So, one of the most important advantages of WCE can be the early detection of polyps and cancers. In this paper we proposed using region-based Active Contour Method (ACM) and geometric feature for automatic detection of polyps. The results on a set of images show that the proposed method can achieve %90.91 accuracy, %100 sensitivity and %-83.33 specificity on our data set.

Authors

Hoda Eskandari

Department of Radiation Medicine Engineering Shahid Beheshti University, SBU

Alireza Talebpour

Department of Radiation Medicine Engineering Shahid Beheshti University, SBU

Mahdi Alizadeh

Department of Radiation Medicine Engineering Shahid Beheshti University, SBU

Hamid Soltanian-Zadeh

Control and Intelligent Processing Center of Excellence (CIPE), School of Electrical and Computer Engineering, University of Tehran, ۱۴۳۹۹۵۷۱۳۱, Tehran, Iran Radiology Image Analysis Lab, Henry Ford Health System, Detroit, MI ۴۸۲۰۲, USA