DocumentCode :
1588660
Title :
Ultrasound Speckle Suppression and Edge Enhancement Using Multiscale Nonlinear Wavelet Diffusion
Author :
Yue, Yong ; Croitoru, Mihai M. ; Bidani, Akhil ; Zwischenberger, Joseph B. ; Clark, John W., Jr.
Author_Institution :
Dept. of Electr. & Comput. Eng., Rice Univ., Houston, TX
fYear :
2006
Firstpage :
6429
Lastpage :
6432
Abstract :
This paper introduces a novel multiscale nonlinear wavelet diffusion (MNWD) method for ultrasound speckle suppression and edge enhancement. It considers wavelet diffusion as an approximation to nonlinear diffusion within the framework of the dyadic wavelet transform. Consequently, this knowledge is exploited in the design of a speckle suppression filter with an edge enhancement feature. MNWD takes advantage of the sparsity and multiresolution properties of wavelet, and the iterative edge enhancement feature of nonlinear diffusion. In our algorithm, speckle is suppressed by employing the iterative multiscale diffusion on the wavelet coefficients, while the edges of the image are enhanced by using an iterative signal compensation process. We validate the proposed method using synthetic and real echocardiographic images. Performance improvement over other traditional denoising filters is quantified in terms of noise suppression and structural preservation indices. The application of the proposed method is demonstrated by the segmentation of the echocardiographic image using the active contour
Keywords :
echocardiography; image denoising; image enhancement; image segmentation; medical image processing; wavelet transforms; active contour; denoising filters; dyadic wavelet transform; echocardiographic images; edge enhancement; image segmentation; iterative signal compensation; multiscale nonlinear wavelet diffusion; noise suppression; speckle suppression filter; structural preservation indices; ultrasound speckle suppression; wavelet coefficients; Filters; Image segmentation; Iterative algorithms; Noise reduction; Signal processing; Signal resolution; Speckle; Ultrasonic imaging; Wavelet coefficients; Wavelet transforms; Wavelet diffusion; dyadic wavelet transform; iterative denoising; multiscale; nonlinear diffusion; speckle; ultrasound image;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Engineering in Medicine and Biology Society, 2005. IEEE-EMBS 2005. 27th Annual International Conference of the
Conference_Location :
Shanghai
Print_ISBN :
0-7803-8741-4
Type :
conf
DOI :
10.1109/IEMBS.2005.1615970
Filename :
1615970
Link To Document :
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