Wireless capsule endoscopy images enhancement via adaptive contrast diffusion

被引:39
作者
Li, Baopu [1 ,2 ]
Meng, Max Q. -H. [2 ]
机构
[1] Chinese Acad Sci, Shenzhen Inst Adv Technol, Shenzhen, Peoples R China
[2] Chinese Univ Hong Kong, Dept Elect Engn, Shatin, Hong Kong, Peoples R China
关键词
Wireless capsule endoscopy image; Enhancement; Contrast; Diffusion; GI tract; Local analysis; Hessian matrix; Computer aided detection; ANISOTROPIC DIFFUSION;
D O I
10.1016/j.jvcir.2011.10.002
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Wireless capsule endoscopy (WCE) has been widely applied to diagnose diseases in human digestive tract due to its advantage that it can directly view the entire small intestine for the first time. However, many WCE images are rather dark, which challenge to analysis and diagnosis exerted by a clinician. To overcome this shortcoming so as to assist physicians, especially computer aided detection, we propose an adaptive contrast diffusion to enhance WCE images. Based on local analysis of WCE images, we put forward a new idea of contrast diffusion. Then, we employ contrast diffusion to enhance WCE images with an adaptive choice of the conductance parameter, which plays an important role in diffusion. Extensive experiments demonstrate that this new method exhibits promising performance of enhancement for WCE images, leading into a better visualization as well as an improved classification performance of WCE images using computerized methods. (C) 2011 Elsevier Inc. All rights reserved.
引用
收藏
页码:222 / 228
页数:7
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