The solutions of equation-based noise detector for an adaptive median filter

被引:15
作者
Yuan, Shi-Qiang [1 ]
Tan, Yong-Hong
机构
[1] Shanghai Jiao Tong Univ, Dept Automat, Shanghai 200030, Peoples R China
[2] Guilin Univ Elect Technol, Lab Intelligent Control, Guangxi 541004, Peoples R China
关键词
noise detection; equation; impulse noise; median filter;
D O I
10.1016/j.patcog.2006.05.010
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Techniques of noise detection have been widely applied in impulse noise reduction. However, the phenomenon of pixel misclassification is very obvious in high noise density. In order to improve pixel identification, in this paper, the new noise detector is proposed. Based on solutions of equations, an estimated block of every 8 x 8 block of a noise image is generated. Then, according to relationships between these noise blocks and their estimated blocks, corrupted and uncorrupted pixels are identified. During image filtering, a noise-detection-based adaptive median algorithm is presented. Experimental results show that the proposed filter can well reduce the impulse noise and preserve more details of original images. (c) 2006 Pattern Recognition Society. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:2252 / 2257
页数:6
相关论文
共 6 条
[1]   Fast noise variance estimation [J].
Immerkaer, J .
COMPUTER VISION AND IMAGE UNDERSTANDING, 1996, 64 (02) :300-302
[2]   Topological median filters [J].
Senel, HG ;
Peters, RA ;
Dawant, B .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2002, 11 (02) :89-104
[3]   DETAIL-PRESERVING MEDIAN BASED FILTERS IN IMAGE-PROCESSING [J].
SUN, T ;
NEUVO, Y .
PATTERN RECOGNITION LETTERS, 1994, 15 (04) :341-347
[4]   A universal image quality index [J].
Wang, Z ;
Bovik, AC .
IEEE SIGNAL PROCESSING LETTERS, 2002, 9 (03) :81-84
[5]   A simple neuro-fuzzy impulse detector for efficient blur reduction of impulse noise removal operators for digital images [J].
Yüksel, ME ;
Besdok, E .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2004, 12 (06) :854-865
[6]   A new impulse detector for switching median filters [J].
Zhang, SQ ;
Karim, MA .
IEEE SIGNAL PROCESSING LETTERS, 2002, 9 (11) :360-363