DocumentCode :
2025915
Title :
Median-rational hybrid filters
Author :
Khriji, Lazhar ; Gabbouj, Moncef
Author_Institution :
Int. Center for Signal Process., Tampere Univ. of Technol., Finland
Volume :
2
fYear :
1998
fDate :
4-7 Oct 1998
Firstpage :
853
Abstract :
We introduce a new class of nonlinear filters called median-rational hybrid filters (MRHF) based on rational functions (RF). The filter output is the result of a rational operation taking into account three sub-functions, such as two FIR or median sub-filters and one center weighted median filter (CWMF). The proposed MRHF filters have the inherent property that on smooth areas they provide good noise attenuation whereas on changing areas the noise attenuation is traded for good response to the change. The performance of the proposed filter is compared against widely known nonlinear filters such as: morphological signal adaptive median filters, stack filters, rank-order morphological filters and simple rational filters. It is shown that a significant subjective improvement in the restored image quality as well as a consistent reduction in the objectively measured mean absolute error and mean square error is obtained
Keywords :
FIR filters; filtering theory; image processing; median filters; rational functions; FIR sub-filters; center weighted median filter; changing areas; filter output; mean square error; median sub-filters; median-rational hybrid filters; morphological signal adaptive median filters; noise attenuation; nonlinear filters; objectively measured mean absolute error; performance; rank-order morphological filters; rational functions; restored image quality; simple rational filters; smooth areas; stack filters; subjective improvement; Adaptive filters; Finite impulse response filter; Gaussian noise; Image restoration; Low pass filters; Noise shaping; Nonlinear filters; Signal processing; Signal to noise ratio; Working environment noise;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Processing, 1998. ICIP 98. Proceedings. 1998 International Conference on
Conference_Location :
Chicago, IL
Print_ISBN :
0-8186-8821-1
Type :
conf
DOI :
10.1109/ICIP.1998.723691
Filename :
723691
Link To Document :
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