Title :
De-blurring wireless capsule endoscopy images by total variation minimization
Author :
Liu, Haiying ; Lu, W.-S. ; Meng, Max Q -H
Author_Institution :
Sch. of Control Sci. & Eng., Shandong Univ., Jinan, China
Abstract :
Wireless capsule endoscopy (WCE) finds wide applications in diagnosing diseases in human intestine on account of its convenience and non-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 corrupted by noise and degraded by within-channel or cross-channel blurs. In this paper, we present a total variation (TV) minimization framework for deblurring within-channel blurs for color WCE images. Specifically, the monotone fast iterative shrinkage/thresholding technique combined with the fast gradient projection algorithm, proposed recently by Beck and Teboulle, is extended to deal with multichannel images. In addition, the proposed algorithm is enhanced by incorporating a bisection technique to effectively identify a near optimal value for the regularization parameter of the TV-Frobenius objective function. Experimental results are presented to demonstrate the performance of the proposed algorithm.
Keywords :
diseases; endoscopes; gradient methods; image colour analysis; image restoration; medical image processing; minimisation; patient treatment; shrinkage; TV minimization framework; TV-Frobenius objective function; bisection technique; color WCE images; cross-channel blurs; disease diagnosis; fast gradient projection algorithm; human intestine; image acquisition; image transmission; intrinsic restrictions; monotone fast iterative shrinkage-thresholding technique; multichannel images; noise corruption; regularization parameter; total variation minimization framework; wireless capsule endoscopy image deblurring; within-channel blurs; Color; Equations; Gold; Image color analysis; Image restoration; Minimization; TV;
Conference_Titel :
Communications, Computers and Signal Processing (PacRim), 2011 IEEE Pacific Rim Conference on
Conference_Location :
Victoria, BC
Print_ISBN :
978-1-4577-0252-5
Electronic_ISBN :
1555-5798
DOI :
10.1109/PACRIM.2011.6032875