DocumentCode :
186159
Title :
Digital mammograms contrast enhancement using wavelets — A comparative study
Author :
Martins, Nuno ; Pereira, Clever ; Ferreira, Michel
Author_Institution :
Centro de Comput. Grafica, Guimaraes, Portugal
fYear :
2014
fDate :
11-12 June 2014
Firstpage :
1
Lastpage :
6
Abstract :
Mammography is the most used diagnosis method for the breast cancer. The challenge of this exam is to obtain good contrast and resolution with small radiation doses. In recent years, several efforts have been done to improve the detection efficiency of mammograms by using the potential offered by digital image processing. In this work, the potential benefits of applying the wavelet transform for microcalcifications enhancement in the digital mammograms is studied. Several contrast enhancement methods based on wavelets found in literature were adjusted and applied to a digital mammogram dataset. Their performance was evaluated by appropriate quantitative metrics, and the advantages and disadvantages of each them are described in this study. This study represents a good starting point to choose an adequate enhancement method based on wavelet transform for a specific problem.
Keywords :
biological tissues; cancer; image enhancement; image resolution; mammography; medical image processing; wavelet transforms; breast cancer diagnosis; comparative study; digital image processing; digital mammogram contrast enhancement; digital mammogram dataset; enhancement method performance evaluation; image contrast enhancement; image resolution; mammogram detection efficiency; microcalcification enhancement; quantitative metrics; radiation doses; wavelet transform; Approximation methods; Correlation; Discrete wavelet transforms; Gain; Noise; Contrast enhancement; Image processing; Mammography; Wavelet transform;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Medical Measurements and Applications (MeMeA), 2014 IEEE International Symposium on
Conference_Location :
Lisboa
Print_ISBN :
978-1-4799-2920-7
Type :
conf
DOI :
10.1109/MeMeA.2014.6860058
Filename :
6860058
Link To Document :
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