DocumentCode :
1772190
Title :
α scale spaces filters for phase based edge detection in ultrasound images
Author :
Belaid, Ahror ; Boukerroui, Djamal
Author_Institution :
Lab. d´Inf. Medicale, Univ. Abderrahmane Mira de Bejaia, Béjäıa, Algeria
fYear :
2014
fDate :
April 29 2014-May 2 2014
Firstpage :
1247
Lastpage :
1250
Abstract :
An inherent characteristic of coherent imaging, including ultrasound imaging, is the presence of speckle noise with strong inhomogeneities. It makes modelling difficult and therefore it complicates their processing. However, it has been previously shown that these images respond well to local phase-based methods. Furthermore, the recent re-emergence of the α scale spaces theory opens new possibilities of phase-based image processing. In this paper, we make use of this new unified representation to derive new families of bandpass quadrature filters. This construction leads to a generalised α kernel filters including the commonly known families derived from the Gaussian and the Poisson kernels. The properties of each family are first presented and then, experiments on realistic simulations of ultrasound images are shown to demonstrate how the suggested filters can be used for edge detection.
Keywords :
Gaussian processes; band-pass filters; biomedical ultrasonics; edge detection; medical image processing; α scale spaces filters; Gaussian kernel; Poisson kernel; bandpass quadrature filters; coherent imaging; generalised α kernel filters; local phase-based methods; phase-based edge detection; phase-based image processing; speckle noise; ultrasound images; Band-pass filters; Bandwidth; Image edge detection; Image segmentation; Kernel; Noise; Ultrasonic imaging; α scale spaces; Edge detection; Local phase information; Quadrature filters; Ultrasound images;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Biomedical Imaging (ISBI), 2014 IEEE 11th International Symposium on
Conference_Location :
Beijing
Type :
conf
DOI :
10.1109/ISBI.2014.6868102
Filename :
6868102
Link To Document :
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