DocumentCode :
3409066
Title :
Fast algorithms for restoration of color wireless capsule endoscopy images
Author :
Haiying Liu ; Lu, Wu-Sheng ; Meng, Max Qing Hu
Author_Institution :
Sch. of Control Sci. & Eng., Shandong Univ., Jinan, China
fYear :
2011
fDate :
7-10 Aug. 2011
Firstpage :
1
Lastpage :
4
Abstract :
Wireless capsule endoscopy (WCE) has been widely adopted to diagnose diseases in human intestine on account of its convenience and invasiveness to the patients. Due to complicated environment of the intestine and intrinsic restrictions of the equipment in terms of image acquisition and transmission, however, raw WCE images are often blurred and noise contaminated. In this paper, we report several new developments for the restoration of color WCE images in a total variation (TV) minimization framework. Specifically, the monotone fast iterative shrinkage/thresholding algorithm combined with the fast gradient projection algorithm, proposed recently by Beck and Teboulle, is extended to deal with vector-valued (e.g. color) images. The new algorithm also incorporates a bisection technique to tune the weighting parameter of the TV-Frobenius objective function to its optimal value quickly and accurately. Experimental results are presented to demonstrate the performance of the proposed algorithm.
Keywords :
diseases; endoscopes; image colour analysis; image restoration; medical image processing; TV-Frobenius objective function; bisection technique; color wireless capsule endoscopy images; diseases; fast gradient projection; human intestine; image acquisition; image transmission; monotone fast iterative shrinkage/thresholding algorithm; total variation minimization framework; vector-valued images; weighting parameter; Image restoration; MATLAB;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Circuits and Systems (MWSCAS), 2011 IEEE 54th International Midwest Symposium on
Conference_Location :
Seoul
ISSN :
1548-3746
Print_ISBN :
978-1-61284-856-3
Electronic_ISBN :
1548-3746
Type :
conf
DOI :
10.1109/MWSCAS.2011.6026660
Filename :
6026660
Link To Document :
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