Near Real-Time Retroflexion Detection in Colonoscopy

被引:11
|
作者
Wang, Yi [1 ]
Tavanapong, Wallapak [1 ]
Wong, Johnny [1 ]
Oh, JungHwan [2 ]
de Groen, Piet C. [3 ]
机构
[1] Iowa State Univ, Dept Comp Sci, Ames, IA 50011 USA
[2] Univ N Texas, Dept Comp Sci & Engn, Denton, TX 76203 USA
[3] Mayo Clin, Coll Med, Rochester, MN 55905 USA
基金
美国国家科学基金会;
关键词
Colonoscopy; edge cross-section profile (ECSP); medical image analysis; retroflexion detection; SEGMENTATION;
D O I
10.1109/TITB.2012.2226595
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Colonoscopy is the most popular screening tool for colorectal cancer. Recent studies reported that retroflexion during colonoscopy helped to detect more polyps. Retroflexion is an endoscope maneuver that enables visualization of internal mucosa along the shaft of the endoscope, enabling visualization of the mucosa area that is difficult to see with typical forward viewing. This paper describes our new method that detects retroflexion during colonoscopy. We propose region shape and location (RSL) features and edgeless edge cross-section profile (ECSP) features that encapsulate important properties of endoscope appearance and edge information during retroflexion. Our experimental results on 50 colonoscopy test videos show that a simple ensemble classifier using both ECSP and RSL features can effectively identify retroflexion in terms of analysis time and detection rate.
引用
收藏
页码:143 / 152
页数:10
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