DocumentCode
530068
Title
Comparative analysis of interpolation methods for bilateral asymmetry
Author
Bozek, Jelena ; Grgic, Mislav ; Delac, Kresimir
Author_Institution
Dept. of Wireless Commun., Univ. of Zagreb, Zagreb, Croatia
fYear
2010
fDate
15-17 Sept. 2010
Firstpage
1
Lastpage
7
Abstract
First step in bilateral asymmetry detection in mammographic image analysis is alignment of the left and right breast. Alignment may help radiologists in their search for signs of bilateral asymmetry as well as in comparison of corresponding regions in breasts with a computer aided detection system. Different interpolation methods may be used for breast alignment. We have compared nearest neighbor interpolation, bilinear interpolation, B-spline interpolation, cubic interpolation, cubic Schaum interpolation and o-Moms interpolation and their impact on mammographic images. We evaluated interpolation quality using mathematical similarity measures such as normalized 2-D cross-correlation coefficient, peak signal to noise ratio (PSNR) and structural similarity measure (SSIM). Normalized 2-D cross-correlation coefficient and SSIM have shown best results for B-spline interpolation while PSNR measure has shown best results for nearest neighbor interpolation. According to all three used measures the worst interpolation quality has cubic interpolation with kernel size of 8 × 8.
Keywords
interpolation; mammography; medical image processing; object detection; splines (mathematics); B-spline interpolation method; bilateral asymmetry detection; bilinear interpolation method; breast alignment; computer aided detection system; cubic Schaum interpolation method; cubic interpolation method; mammographic image analysis; nearest neighbor interpolation method; normalized 2-D cross-correlation; o-Moms interpolation method; peak signal to noise ratio; structural similarity measure; Breast; Interpolation; Kernel; Nearest neighbor searches; PSNR; Size measurement; Spline; bilateral asymmetry; breast alignment; interpolation methods; mammographic images;
fLanguage
English
Publisher
ieee
Conference_Titel
ELMAR, 2010 PROCEEDINGS
Conference_Location
Zadar
ISSN
1334-2630
Print_ISBN
978-1-4244-6371-8
Electronic_ISBN
1334-2630
Type
conf
Filename
5606072
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