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
Link To Document :
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