Weighted median filters admitting complex-valued weights and their optimization

被引:14
作者
Hoyos, S [1 ]
Li, YB
Bacca, J
Arce, GR
机构
[1] Univ Calif Berkeley, Dept Elect Engn & Comp Sci, Berkeley, CA 94720 USA
[2] Univ Delaware, Dept Elect & Comp Engn, Newark, DE 19716 USA
关键词
adaptive filters; complex filters; median filters; nonlinear filters; robust signal processing;
D O I
10.1109/TSP.2004.834342
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper introduces the concept of complex weighted median (WM) filtering admitting complex weighting. Unlike previous approaches in the literature that only allowed positive real-valued weights, the new WM structures exhibit improved performance as they exploit the richness of unrestricted complex weighting. To this end, the newly defined complex WM structures synthesize filtering operations, whereas the prior structures could only attain smoothing properties due to the inherent constraints imposed on the weights. In order to overcome the two-dimensional (2-D) search burden associated with the computation of the complex WM, two fast, robust, and very efficient approximations are introduced. Adaptive optimization algorithms for their design are developed leading to simple LMS-type weight updates. Several simulations are shown illustrating the performance of the new complex WM filter structures.
引用
收藏
页码:2776 / 2787
页数:12
相关论文
共 19 条
  • [1] AGAIAN S, 1995, BINARY POLYNOMIAL TR
  • [2] [Anonymous], 2001, ADAPTIVE FILTER THEO
  • [3] A general weighted median filter structure admitting negative weights
    Arce, GR
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1998, 46 (12) : 3195 - 3205
  • [4] COMPLEX PROCESSES FOR ENVELOPES OF NORMAL NOISE
    ARENS, R
    [J]. IRE TRANSACTIONS ON INFORMATION THEORY, 1957, 3 (03): : 204 - 207
  • [5] MATCHED MEDIAN FILTERING
    ASTOLA, J
    NEUVO, Y
    [J]. IEEE TRANSACTIONS ON COMMUNICATIONS, 1992, 40 (04) : 722 - 729
  • [6] ASTOLA J, 1989, P INT C AC SPEECH SI, V2, P813
  • [7] Fast Vector Median Filter Based on Euclidean Norm Approximation
    Bami, M.
    Cappellini, V.
    Mecocci, A.
    [J]. IEEE SIGNAL PROCESSING LETTERS, 1994, 1 (06) : 92 - 94
  • [8] ORDERING OF MULTIVARIATE DATA
    BARNETT, V
    [J]. JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES A-STATISTICS IN SOCIETY, 1976, 139 : 318 - 354
  • [9] DAVID HA, 1981, ORDER STAT
  • [10] MEDIAN FILTERING BY THRESHOLD DECOMPOSITION
    FITCH, JP
    COYLE, EJ
    GALLAGHER, NC
    [J]. IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1984, 32 (06): : 1183 - 1188