Title :
Exploring Wavelets Subband Decomposition Toward a Computer Aided Detection of Microcalcification in Breast Cancer
Author :
Hamad, N.B. ; Taouil, Khaled
Author_Institution :
SETIT-ENIS, Sfax
Abstract :
2-D wavelet transform decomposition is widely used in computer aided detection of microcalcifications in mammograms. The aim of this work 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 1-D 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, 2-D 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; diagnostic radiography; feature extraction; image reconstruction; mammography; medical image processing; tumours; wavelet transforms; 2-D wavelets subband decomposition; DDSM; ROI; breast cancer; computer aided detection; digital database for screening mammography; digital mammography images; dimension reduction; feature extraction; image reconstruction; microcalcification profiles; region-of-interest; Breast cancer; Cancer detection; Delta-sigma modulation; Discrete wavelet transforms; Image reconstruction; Mammography; Signal resolution; Telecommunication computing; Wavelet analysis; Wavelet transforms; DDSM; Digital Mammograms; Discrete Wavelet Transform; Microcalcification; Multiresolution approach;
Conference_Titel :
Distributed Frameworks for Multimedia Applications, 2006. The 2nd International Conference on
Conference_Location :
Pulau Pinang
Print_ISBN :
1-4244-0409-6
DOI :
10.1109/DFMA.2006.296920