Title :
Selection of wavelet functions and thresholding parameteres in ultrasound image denoising
Author :
Andria, G. ; Attivissimo, Filippo ; Cavone, Graziana ; Lanzolla, Anna Maria Lucia
Author_Institution :
Dept. of Electr. & Inf. Eng. (DEI), Polytech. of Bari, Bari, Italy
Abstract :
The paper compares the filtering performance in ultrasound images wavelet denoising as function of wavelet functions and thresholding parameters. Wavelet filtering was performed by suing a new parametric thresholding based on an adaptive data-driven exponential operator. Then, the effects of wavelet mother properties on image filtering have been analyzed. Experimental tests have been carried out using ultrasound images simulated by Field II software. Different noise levels and ultrasound frequencies have been set in the image simulation to obtain a wide case of study. Image quality has been evaluated using two different metrics which take into account the classical peak signal-to-noise ratio and the edges preservation in the filtered image. Based on the results, a proper selection of both mother wavelet and threshold parameter is proposed to increase medical image quality.
Keywords :
biomedical ultrasonics; filtering theory; image denoising; image segmentation; medical image processing; wavelet transforms; Field II software; adaptive data-driven exponential operator; classical peak signal-to-noise ratio; edge preservation; filtering performance; image filtering; image simulation; medical image quality; noise levels; parametric thresholding; thresholding parameter selection; ultrasound frequency; ultrasound image wavelet denoising; wavelet filtering; wavelet function; wavelet mother properties; Biomedical imaging; Filtering; PSNR; Speckle; Ultrasonic imaging; Wiener filters; Biomedical imaging; Image analysis; Simulation software; Thresholding; Wavelet function;
Conference_Titel :
Medical Measurements and Applications Proceedings (MeMeA), 2013 IEEE International Symposium on
Conference_Location :
Gatineau, QC
Print_ISBN :
978-1-4673-5195-9
DOI :
10.1109/MeMeA.2013.6549704