DocumentCode :
2887279
Title :
Edge adaptive filtering: how much and which direction?
Author :
Jha, Rajesh ; Jernigan, M.E.
Author_Institution :
Dept. of Syst. Design Eng., Waterloo Univ., Ont., Canada
fYear :
1989
fDate :
14-17 Nov 1989
Firstpage :
364
Abstract :
A novel adaptive filter for edge-preserving smoothing of noisy images is introduced. The novelty of the filter is that its region of support is tuned simultaneously in its size and orientation. An edge strength measure is extracted from the local variance and used to control the size of the window. The gradient direction is used to adapt the orientation of the window. The use of both edge strength and edge detection information allows large windows to be used even in the vicinity of edges. The filter has been tested for additive white Gaussian noise with the mean as the point estimator over local windows, and for additive white impulse noise with the median as the point estimator. Results, particularly for the adaptive median filter, are very promising. The results show that the filter does greater smoothing in the vicinity of edges without compromising performance away from edges and the edge structure of the image
Keywords :
adaptive filters; filtering and prediction theory; picture processing; adaptive filter; edge detection; edge-preserving smoothing; gradient direction; noisy images; white Gaussian noise; Adaptive filters; Additive noise; Additive white noise; Data mining; Gaussian noise; Image edge detection; Impulse testing; Size control; Size measurement; Smoothing methods;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Systems, Man and Cybernetics, 1989. Conference Proceedings., IEEE International Conference on
Conference_Location :
Cambridge, MA
Type :
conf
DOI :
10.1109/ICSMC.1989.71318
Filename :
71318
Link To Document :
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