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 50 条
  • [41] Adaptive and global optimization methods for weighted vector median filters
    Lucat, L
    Siohan, P
    Barba, D
    SIGNAL PROCESSING-IMAGE COMMUNICATION, 2002, 17 (07) : 509 - 524
  • [42] Widely linear estimators and adaptive filters for real-valued quantities in complex-valued environments
    Lang, Oliver
    Huemer, Mario
    SIGNAL PROCESSING, 2020, 167 (167)
  • [43] Novel complex-valued neural network for dynamic complex-valued matrix inversion
    Liao B.
    Xiao L.
    Jin J.
    Ding L.
    Liu M.
    2016, Fuji Technology Press (20) : 132 - 138
  • [44] Novel Complex-Valued Neural Network for Dynamic Complex-Valued Matrix Inversion
    Liao, Bolin
    Xiao, Lin
    Jin, Jie
    Ding, Lei
    Liu, Mei
    JOURNAL OF ADVANCED COMPUTATIONAL INTELLIGENCE AND INTELLIGENT INFORMATICS, 2016, 20 (01) : 132 - 138
  • [45] Uniqueness of feedforward complex-valued neural network with a given complex-valued function
    Nitta, T
    KNOWLEDGE-BASED INTELLIGENT INFORMATION ENGINEERING SYSTEMS & ALLIED TECHNOLOGIES, PTS 1 AND 2, 2001, 69 : 550 - 554
  • [46] Complex-valued encoding metaheuristic optimization algorithm: A comprehensive survey
    Wang, Pengchuan
    Zhou, Yongquan
    Luo, Qifang
    Han, Cao
    Niu, Yanbiao
    Lei, Mengyi
    NEUROCOMPUTING, 2020, 407 : 313 - 342
  • [47] CWOA: A novel complex-valued encoding whale optimization algorithm
    Zhang, Jinzhong
    Zhang, Gang
    Kong, Min
    Zhang, Tan
    Wang, Duansong
    Chen, Rui
    MATHEMATICS AND COMPUTERS IN SIMULATION, 2023, 207 : 151 - 188
  • [48] An Pigeon-inspired Optimization Based on Complex-valued Encoding
    Zhao, Limin
    2018 11TH INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND DESIGN (ISCID), VOL 1, 2018, : 80 - 83
  • [49] CONVERGENCE PROPERTIES OF MEDIAN AND WEIGHTED MEDIAN FILTERS
    ZENG, B
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1994, 42 (12) : 3515 - 3518
  • [50] Biologically Plausible Complex-Valued Neural Networks and Model Optimization
    Yu, Ryan
    Wood, Andrew
    Cohen, Sarel
    Hershcovitch, Moshick
    Waddington, Daniel
    Chin, Peter
    ARTIFICIAL INTELLIGENCE APPLICATIONS AND INNOVATIONS, AIAI 2022, PART I, 2022, 646 : 369 - 382