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 :
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