Noise gradient reduction based on morphological dual operators

被引:19
作者
Lei, T. [1 ]
Fan, Y. -Y. [1 ]
机构
[1] Northwestern Polytech Univ, Sch Elect & Informat, Xian 710072, Peoples R China
基金
中国国家自然科学基金;
关键词
MATHEMATICAL MORPHOLOGY; MEDIAN FILTER; REMOVAL; SPIKE; EEG;
D O I
10.1049/iet-ipr.2010.0135
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Noise gradient is reduced while image details gradient is also reduced by a filter. For the image corrupted by impulse noise, a novel approach of noise gradient reduction is proposed based on a pair of morphological dual operators. The noise image is filtered by a pair of morphological dual operators respectively, and then the two filtered images are provided with the complementary characteristics of the noise gradient position. This feature results from the unsymmetric behaviour of the pair of morphological dual operators, and it can be applied to reduce the noise gradient effectively. This approach is presented in detail and the experimental results show that the approach not only reduces noise gradient effectively, but also maintains image details gradient. Compared with the classical morphological dual operators, the generalised morphology dual operators have smaller root mean square error on the premise of the close computation and time.
引用
收藏
页码:1 / 17
页数:17
相关论文
共 33 条
[1]   Consistent gradient operators [J].
Ando, S .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2000, 22 (03) :252-265
[2]   Morphological colour operators in totally ordered lattices based on distances: Application to image filtering, enhancement and analysis [J].
Angulo, Jesus .
COMPUTER VISION AND IMAGE UNDERSTANDING, 2007, 107 (1-2) :56-73
[3]   Geometric algebra colour image representations and derived total orderings for morphological operators - Part I: Colour quaternions [J].
Angulo, Jesus .
JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2010, 21 (01) :33-48
[4]   On the morphological processing of hue [J].
Aptoula, E. ;
Lefevre, S. .
IMAGE AND VISION COMPUTING, 2009, 27 (09) :1394-1401
[5]   Morphological Description of Color Images for Content-Based Image Retrieval [J].
Aptoula, Erchan ;
Lefevre, Sebastien .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2009, 18 (11) :2505-2517
[6]   Salt-and-pepper noise removal by median-type noise detectors and detail-preserving regularization [J].
Chan, RH ;
Ho, CW ;
Nikolova, M .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2005, 14 (10) :1479-1485
[7]   A generalized fuzzy mathematical morphology and its application in robust 2-D and 3-D object representation [J].
Chatzis, V ;
Pitas, I .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2000, 9 (10) :1798-1810
[8]   A MULTISCALING APPROACH BASED ON MORPHOLOGICAL FILTERING [J].
CHEN, MH ;
YAN, PF .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1989, 11 (07) :694-700
[9]  
Davies E.R., 2009, MACHINE VISION THEOR
[10]   Noise adaptive soft-switching median filter [J].
Eng, HL ;
Ma, KK .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2001, 10 (02) :242-251