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A class of adaptive directional image smoothing filters
Authors:Mehmet . Gü  rell,Levent Onural
Affiliation:

Department of Electrical and Electronics Engineering, Bilkent University, 06533, Ankara, Turkey

Abstract:The gray level distribution around a pixel of an image usually tends to be more coherent in some directions compared to other directions. The idea of adaptive directional filtering is to estimate the direction of higher coherence around each pixel location and then to employ a window which approximates a line segment in that direction. Hence, the details of the image may be preserved while maintaining a satisfactory level of noise suppression performance. In this paper we describe a class of adaptive directional image smoothing filters based on generalized Gaussian distributions. We propose a measure of spread for the pixel values based on the maximum likelihood estimate of a scale parameter involved in the generalized Gaussian distribution. Several experimental results indicate a significant improvement compared to some standard filters.
Keywords:Adaptive filtering   Directional filtering   Image smoothing   Median filtering   Linear filtering
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