Title :
A hybrid scaling factor for speckle reducing anisotropic diffusion
Author :
Babu, Ajay ; El-Sakka, Mahmoud R.
Author_Institution :
Dept. of Comput. Sci., Univ. of Western Ontario, London, ON, Canada
Abstract :
Classical Speckle Reducing Anisotropic Diffusion (SRAD) is a noise filtering method tailored to speckle reduction in digital images. It is well known that SRAD has a tendency to produce dislocated and un-sharp edges. This property of SRAD is highly attributed to its reliance on a homogeneous image region, selected initially, for a scaling factor calculation. Moreover, this scaling factor calculation strategy requires the interaction of an experienced user. To reduce the reliance on an initially selected perfect/near-perfect homogeneous region, we propose a hybrid scaling factor that reduces edge dislocation and preserves the sharpness of edges. The proposed scaling factor selection strategy uses a ratio-based edge detection technique for an estimation of the homogeneity of the initially selected region.
Keywords :
edge detection; image denoising; SRAD; digital images; edge dislocation; edge sharpness; homogeneous image region; hybrid scaling factor; noise filtering; ratio-based edge detection technique; scaling factor calculation; scaling factor selection strategy; speckle reducing anisotropic diffusion; unsharp edges; Adaptive filters; Correlation; Image edge detection; Noise; Noise reduction; Smoothing methods; Speckle; SRAD; Speckle; multiplicative noise reduction; scaling factor;
Conference_Titel :
Image and Signal Processing and Analysis (ISPA), 2013 8th International Symposium on
Conference_Location :
Trieste
DOI :
10.1109/ISPA.2013.6703705