Title :
Anisotropic diffusion filter using Haar wavelet
Author :
Demirci, Recep ; Tanyeri, Ufuk
Author_Institution :
Comput. Eng. Dept., Gazi Univ., Ankara, Turkey
Abstract :
In this paper, an adaptive anisotropic diffusion filter with Haar wavelet transform was proposed. Firstly, Haar transform of noisy image was performed. Then the centers of gravity of histograms of wavelet coefficients were used as a conductance parameter, K in anisotropic diffusion equations. In this context, an adaptive filter where user intervention is not required has been obtained. Finally, the approach was tested with well known test images with speckle noise. It was observed that edges in image were preserved while smoothing within regions.
Keywords :
Haar transforms; adaptive filters; filtering theory; image denoising; wavelet transforms; Haar wavelet transform; adaptive anisotropic diffusion filter; anisotropic diffusion equations; conductance parameter; histogram centers-of-gravity; noisy image; speckle noise; Adaptive filters; Anisotropic magnetoresistance; Histograms; Noise; Wavelet coefficients;
Conference_Titel :
System Theory, Control and Computing (ICSTCC), 2012 16th International Conference on
Conference_Location :
Sinaia
Print_ISBN :
978-1-4673-4534-7