DocumentCode
3198219
Title
Comparison of a discrete wavelet transform method and a modified undecimated discrete wavelet transform method for denoising of mammograms
Author
Matsuyama, Eri ; Du-Yih Tsai ; Yongbum Lee ; Takahashi, Naoyuki
Author_Institution
Dept. of Radiol. Technol., Niigata Univ., Niigata, Japan
fYear
2013
fDate
3-7 July 2013
Firstpage
3403
Lastpage
3406
Abstract
The purpose of this study was to evaluate the performance of a conventional discrete wavelet transform (DWT) method and a modified undecimated discrete wavelet transform (M-UDWT) method applied to mammographic image denoising. Mutual information, mean square error, and signal to noise ratio were used as image quality measures of images processed by the two methods. We examined the performance of the two methods with visual perceptual evaluation. A two-tailed F test was used to measure statistical significance. The difference between the M-UDWT processed images and the conventional DWT-method processed images was statistically significant (P<;0.01). The authors confirmed the superiority and effectiveness of the M-UDWT method. The results of this study suggest the M-UDWT method may provide better image quality as compared to the conventional DWT.
Keywords
diagnostic radiography; discrete wavelet transforms; image denoising; mammography; mean square error methods; medical image processing; statistical analysis; M-UDWT processed images; conventional DWT-method processed images; conventional discrete wavelet transform method; image quality measurement; mammographic image denoising; mean square error methods; modified undecimated discrete wavelet transform method; signal-noise ratio; statistical significance; two-tailed F test; visual perceptual evaluation; Discrete wavelet transforms; Image denoising; Image quality; Noise reduction; Visualization;
fLanguage
English
Publisher
ieee
Conference_Titel
Engineering in Medicine and Biology Society (EMBC), 2013 35th Annual International Conference of the IEEE
Conference_Location
Osaka
ISSN
1557-170X
Type
conf
DOI
10.1109/EMBC.2013.6610272
Filename
6610272
Link To Document