• DocumentCode
    904482
  • Title

    Two-dimensional adaptive filtering based on projection algorithm

  • Author

    Fan, Huijin ; Wen, Changyun

  • Author_Institution
    Sch. of Electr. & Electron. Eng., Nanyang Technol. Univ., Singapore, Singapore
  • Volume
    52
  • Issue
    3
  • fYear
    2004
  • fDate
    3/1/2004 12:00:00 AM
  • Firstpage
    832
  • Lastpage
    838
  • Abstract
    In this paper, we propose a two-dimensional (2-D) projection algorithm by which filter coefficients can be updated both along the horizontal and the vertical directions on a 2-D plane. Some basic properties of the algorithm are derived. In order to compare with other 2-D adaptive algorithms, it is applied to the identification of 2-D systems with stationary or nonstationary characteristics as well as the reduction of image noise. Results show that the proposed 2-D Modified Projection Algorithm (MPA) achieves good performance for both cases.
  • Keywords
    adaptive filters; image denoising; two-dimensional digital filters; 2D modified projection algorithm; image noise reduction; projection algorithm; system identification; two-dimensional adaptive filtering; Adaptive algorithm; Adaptive filters; Finite impulse response filter; Least squares approximation; Magnetic separation; Noise reduction; Projection algorithms; Signal processing algorithms; System identification; Two dimensional displays;
  • fLanguage
    English
  • Journal_Title
    Signal Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1053-587X
  • Type

    jour

  • DOI
    10.1109/TSP.2003.822364
  • Filename
    1268375