AUTOMATED DIAGNOSIS OF BARRETT'S ESOPHAGUS WITH ENDOSCOPIC IMAGES

被引:0
|
作者
Rajan, P. [2 ]
Canto, M. [3 ]
Gorospe, E. [3 ]
Almario, A. [3 ]
Kage, A. [1 ]
Winter, C. [1 ]
Hager, G. [2 ]
Wittenberg, T. [1 ]
Muenzenmayer, C. [1 ]
机构
[1] Fraunhofer Inst Integrated Circuits IIS, Wolfsmantel 33, Erlangen, Germany
[2] Johns Hopkins Univ, Dept Comp Sci, Baltimore, MD 21218 USA
[3] Johns Hopkins Univ, Dept Med, Div Gastroenterol, Baltimore, MD 21218 USA
基金
美国国家卫生研究院;
关键词
FEATURES;
D O I
暂无
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
In this paper, we describe current progress on the development of a Computer Assisted Diagnosis System (CAD) for the classification of Barrett's esophagus and associated neoplasia. Barrett's esophagus is a condition in which normal squamous mucosa is replaced by columnar epithelium, which is similar to the lining of the intestine. Barrett's esophagus as a known precancerous condition leading to esophageal cancer. Diagnosis is performed via histological analysis of tissue located during endoscopic examination. We compare four different automated classification tools (SVM, KNN, and Boosting) operating on three different imaging modalities (white light, narrow-band, and acetic acid chromoendoscopy) for lesion classification. Preliminary results suggest that narrow band imaging is more effective than either of the other two modalities for disease assessment.
引用
收藏
页码:2189 / 2192
页数:4
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