Capsule endoscopy image analysis using texture information from various colour models

被引:37
作者
Charisis, Vasileios S.
Hadjileontiadis, Leontios J. [1 ]
Liatsos, Christos N. [2 ,3 ,4 ]
Mavrogiannis, Christos C. [4 ]
Sergiadis, George D.
机构
[1] Aristotle Univ Thessaloniki, Dept Elect & Comp Engn, Fac Engn, GR-54124 Thessaloniki, Greece
[2] 401 Army Gen Hosp Athens, Dept Int Med, GR-11525 Athens, Greece
[3] 401 Army Gen Hosp Athens, Gastroenterol Unit, GR-11525 Athens, Greece
[4] Univ Athens, Acad Dept Gastroenterol, GR-11527 Athens, Greece
关键词
Wireless capsule endoscopy; Ulcer; Colour-texture; Lacunarity; RGB HSV CIE Lab; LACUNARITY ESTIMATION METHOD; CLASSIFICATION; DECOMPOSITION; DESCRIPTORS; SYSTEM;
D O I
10.1016/j.cmpb.2011.10.004
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Wireless capsule endoscopy (WCE) is a novel imaging technique that is gradually gaining ground as it enables the non-invasive and efficacious visualization of the digestive track, and especially the entire small bowel including its middle part. However, the task of reviewing the vast amount of images produced by a WCE examination is a burden for the physicians. To tackle this major drawback, an innovative scheme for discriminating endoscopic images related to one of the most common intestinal diseases, ulceration, is presented here. This new approach focuses on colour-texture features in order to investigate how the structure information of healthy and abnormal tissue is distributed on RGB, HSV and CIE Lab colour spaces. The WCE images are pre-processed using bidimensional ensemble empirical mode decomposition so as to facilitate differential lacunarity analysis to extract the texture patterns of normal and ulcerous regions. Experimental results demonstrated promising classification performance (mean accuracy >95%), exhibiting a high potential towards automatic WCE image analysis. (C) 2011 Elsevier Ireland Ltd. All rights reserved.
引用
收藏
页码:61 / 74
页数:14
相关论文
共 38 条
[1]   CHARACTERIZING THE LACUNARITY OF RANDOM AND DETERMINISTIC FRACTAL SETS [J].
ALLAIN, C ;
CLOITRE, M .
PHYSICAL REVIEW A, 1991, 44 (06) :3552-3558
[2]  
[Anonymous], 2000, Principles of multivariate analysis
[3]  
[Anonymous], 2009, BILDVERARBEITUNG MED
[4]   The clinical utility of wireless capsule endoscopy [J].
Arnott, IDR ;
Lo, SK .
DIGESTIVE DISEASES AND SCIENCES, 2004, 49 (06) :893-901
[5]  
Baopu Li, 2007, 2007 IEEE International Conference on Information Acquisition, P553
[6]  
Bourbakis N, 2005, BIBE 2005: 5th IEEE Symposium on Bioinformatics and Bioengineering, P324
[7]  
Bourbakis N, 2005, BIBE 2005: 5TH IEEE SYMPOSIUM ON BIOINFORMATICS AND BIOENGINEERING, P232
[8]  
Charisis V, 2010, 12 MED C MED BIOL EN, P236
[9]  
Christianini N., 2000, INTRO SUPPORT VECTOR, P189
[10]   MPEG-7 visual descriptors - Contributions for automated feature extraction in capsule endoscopy [J].
Coimbra, Miguel Tavares ;
Cunha, Joao Paulo Silva .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2006, 16 (05) :628-637