DocumentCode :
3441233
Title :
Wavelets investigation for computer aided detection of microcalcification in breast cancer
Author :
Hamad, Nizar Ben ; Ellouze, M. ; Bouhlel, Med Salim
Author_Institution :
Sci. & Technol. of Image & Telecommun. (SETIT), ISBS, Sfax, Tunisia
fYear :
2009
fDate :
2-4 April 2009
Firstpage :
547
Lastpage :
552
Abstract :
Breast cancer can be diagnosed with an early training course by detecting the presence of microcalcifications in screening mammograms. 2D 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 approach is divided into two phases. The first phase of our algorithm consists on multiresolution analysis based on 1D discrete wavelet transform over profiles of microcalcifications extracted from mammographic images. This analysis is carried out with several families of wavelets. The second phase of our algorithm is interested in the validation of the results of the first. In this stage, we apply 2D discrete wavelet transform in analysis and synthesis on screening mammograms extracted from the MIAS MiniMammographic database (Mammographic Image Analysis Society) in order to detect the microcalcifications.
Keywords :
biological organs; cancer; diagnostic radiography; discrete wavelet transforms; feature extraction; image reconstruction; image resolution; image segmentation; mammography; medical image processing; tumours; 1D discrete wavelet transform; 2D discrete wavelet transform decomposition; MIAS; Mammographic Image Analysis Society; breast cancer; computer aided detection; feature extraction; image reconstruction; image segmentation; mammogram; microcalcification; multiresolution analysis; Breast cancer; Cancer detection; Discrete wavelet transforms; Image analysis; Information analysis; Mammography; Multiresolution analysis; Telecommunication computing; Wavelet analysis; Wavelet transforms; Digital Mammograms; Discrete Wavelet Transform; MIAS; Microcalcification; Multiresolution analysis;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Multimedia Computing and Systems, 2009. ICMCS '09. International Conference on
Conference_Location :
Ouarzazate
Print_ISBN :
978-1-4244-3756-6
Electronic_ISBN :
978-1-4244-3757-3
Type :
conf
DOI :
10.1109/MMCS.2009.5256636
Filename :
5256636
Link To Document :
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