Median Filtering: A New Insight

被引:36
作者
Villar, Sebastian A. [1 ,2 ]
Torcida, Sebastian [3 ]
Acosta, Gerardo G. [1 ,2 ,4 ]
机构
[1] INTELYMEC UNCPBA, Av Valle 5737,B7400JWI, Olavarria, Argentina
[2] CIFICEN UNCPBA CICPBA CONICET, Av Valle 5737,B7400JWI, Olavarria, Argentina
[3] UNCPBA, Dept Matemat, Fac Ciencias Exactas Campus, Tandil, Argentina
[4] Univ Illes Balears, Dept Fis, Grp Enginyeria Elect GEE, Palma De Mallorca, Spain
关键词
Image processing; Median filter; Complexity theory; Comparison and evaluation of algorithms; Breakdown value;
D O I
10.1007/s10851-016-0694-0
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Median filtering (MF) is a canonical image processing operation truly useful in many practical applications. The MF most appealing feature is its resistance to noise and errors in data, but because the method requires window values to be sorted it is computationally expensive. In this work, a new insight into MF capabilities based on the optimal breakdown value (BV) of the median is offered, and it is also shown that the BV-based versions of two of the most popular MF algorithms outperform their corresponding standard versions. A general framework for both the theoretical analysis and comparison of MF algorithms is presented in the process, which will hopefully contribute to a better understanding of the MF many subtle features. The introduced ideas are experimentally tested by using real and synthetic images.
引用
收藏
页码:130 / 146
页数:17
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