DocumentCode
2448818
Title
Exploring Wavelets Toward an Automatic Microcalcification Detection in Breast Cancer
Author
Ben Hamad, Nizar ; Taouil, Khaled ; Bouhlel, Med Salim
Author_Institution
Res. Unit: Sci. & Technol. of Image & Telecommun., Higher Inst. of Biotechnol., Sfax
Volume
1
fYear
0
fDate
0-0 0
Firstpage
1998
Lastpage
2005
Abstract
2D wavelet transform decomposition is widely used in computer aided detection of microcalcifications in mammograms. The aim of this paper is to investigate the better type of wavelet and its optimal potential level of decomposition that gives us better detection. Our algorithm consists of four steps: first, dimension reduction is performed on the mammography images to delimitate the ROI (region of interest). Second, microcalcification profiles are extracted from digital mammograms. Next, a 1D WT with different families of wavelet is applied on the signal up to the sixth level. Finally, comparison between details coefficients of each level is done to carry out the optimal level. To validate our result, 2D wavelet transform decomposition and reconstruction with the better wavelet and up to its optimal level is applied on digital mammograms from the DDSM (digital database for screening mammography) to carry out microcalcifications
Keywords
cancer; feature extraction; mammography; medical image processing; wavelet transforms; automatic microcalcification detection; breast cancer; digital mammography; dimension reduction; wavelet transform decomposition; Algorithm design and analysis; Breast cancer; Cancer detection; Discrete wavelet transforms; Image reconstruction; Information analysis; Mammography; Signal resolution; Wavelet analysis; Wavelet transforms; Digital Mammograms; Discrete Wavelet Transform; Microcalcification; Multiresolution approach;
fLanguage
English
Publisher
ieee
Conference_Titel
Information and Communication Technologies, 2006. ICTTA '06. 2nd
Conference_Location
Damascus
Print_ISBN
0-7803-9521-2
Type
conf
DOI
10.1109/ICTTA.2006.1684697
Filename
1684697
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