ADAPTIVE-NEIGHBORHOOD BEST MEAN RANK VECTOR FILTER FOR IMPULSIVE NOISE REMOVAL

被引:2
|
作者
Ciuc, Mihai [1 ]
Vrabie, Valeriu [2 ]
Herbin, Michel [2 ]
Vertan, Constantin [1 ]
Vautrot, Philippe [2 ]
机构
[1] Univ Politehn Bucuresti, LAPI, Bd Iuliu Maniu 1-3, Bucharest, Romania
[2] Univ Reims, CReSTIC, F-51012 Chalons Sur Marne, France
关键词
Color image processing; Nonlinear filters; Median filters; Adaptive neighborhoods;
D O I
10.1109/ICIP.2008.4711879
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Rank-order based filters are usually implemented using reduced ordering, since there is no natural way to order vector data, such as color pixel values. This paper proposes a new statistics for multivariate data which is a mean rank obtained by aggregating partial ordering ranks. This statistics is then used for the reduced ordering of vector data; the median statistic is characterized by the best mean rank vector (BMRV). We devise two filtering structures based on the BMRV statistics: one that uses a classical square neighborhood, and one which is based on adaptive neighborhoods. We show that the proposed filters are highly effective for filtering color images heavily corrupted by impulsive noise, and compare favorably to state-of-the-art filtering structures.
引用
收藏
页码:813 / 816
页数:4
相关论文
共 50 条
  • [31] A new filter for the removal of impulsive noise in digital images
    Civicioglu, Pinar
    Alci, Mustafa
    2006 IEEE 14TH SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS, VOLS 1 AND 2, 2006, : 21 - +
  • [32] Impulse Noise Removal Using Directional Difference Based Noise Detector and Adaptive Weighted Mean Filter
    Zhang, Xuming
    Xiong, Youlun
    IEEE SIGNAL PROCESSING LETTERS, 2009, 16 (04) : 295 - 298
  • [33] Adaptive Rank Based Impulsive Noise Reduction in Color Images
    Smolka, Bogdan
    2012 FOURTH INTERNATIONAL CONFERENCE ON COMMUNICATIONS AND ELECTRONICS (ICCE), 2012, : 355 - 359
  • [34] Robust Adaptive Filter Algorithms Against Impulsive Noise
    Jeong, Jae Jin
    Kim, SeungHun
    CIRCUITS SYSTEMS AND SIGNAL PROCESSING, 2019, 38 (12) : 5651 - 5664
  • [35] A Morphological Mean Filter for Impulse Noise Removal
    Lin, Po-Hsiung
    Chen, Bo-Hao
    Cheng, Fan-Chieh
    Huang, Shih-Chia
    JOURNAL OF DISPLAY TECHNOLOGY, 2016, 12 (04): : 344 - 350
  • [36] Robust Adaptive Filter Algorithms Against Impulsive Noise
    Jae Jin Jeong
    SeungHun Kim
    Circuits, Systems, and Signal Processing, 2019, 38 : 5651 - 5664
  • [37] Impulse Noise Removal Based on Adaptive Multi-directional Weighted Mean Filter
    Ma, Hongjin
    Nie, Yufeng
    TENTH INTERNATIONAL CONFERENCE ON DIGITAL IMAGE PROCESSING (ICDIP 2018), 2018, 10806
  • [38] Adaptive impulsive noise removal in TV picture transmission
    Guan, L
    Kong, HS
    REAL-TIME IMAGING, 1998, 4 (02) : 113 - 123
  • [39] STRUCTURE-ADAPTIVE VECTOR MEDIAN FILTER FOR IMPULSE NOISE REMOVAL IN COLOR IMAGES
    Jin, Lianghai
    Jin, Min
    Xu, Xangyang
    Song, Enmin
    2017 24TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2017, : 690 - 694
  • [40] Impulsive noise detection by second-order differential image and noise removal using adaptive nearest neighbourhood filter
    Somasundaram, K.
    Shanmugavadivu, P.
    AEU-INTERNATIONAL JOURNAL OF ELECTRONICS AND COMMUNICATIONS, 2008, 62 (06) : 472 - 477