期刊
INFORMATION SCIENCES
卷 180, 期 24, 页码 4892-4908出版社
ELSEVIER SCIENCE INC
DOI: 10.1016/j.ins.2010.08.011
关键词
Impulse noise; Median filter; Evidence theory; Mass function
资金
- National Science Council of the Republic of China [NSC 98-2221-E-274-008]
In this work, a two-pass switching rank-ordered arithmetic mean (TSRAM) filter that preserves image details while effectively suppressing impulse noise is proposed to improve the performance of switching-based median filters. The proposed filter mechanism includes an efficient impulse detector based on the Dempster-Shafer (D-S) evidence theory and a rank-ordered arithmetic mean filter that works by estimating the noise-free ordered mean values excluding the current pixel. A modified Dempster's combination rule is applied to the impulse detector. To improve filtering performance, a simple switching median filter is included to perform second-pass filtering. Experimental results show that the proposed filter outperforms many well-accepted switching-based median filters in terms of both noise suppression and detail preservation, providing excellent robustness at various percentages of impulse noise. (C) 2010 Elsevier Inc. All rights reserved.
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