Exploring Wavelets Subband Decomposition Toward a Computer Aided Detection of Microcalcification in Breast Cancer

Autor: N.B. Hamad, K. Taouil
Rok vydání: 2006
Předmět:
Zdroj: The 2nd International Conference on Distributed Frameworks for Multimedia Applications.
DOI: 10.1109/dfma.2006.296920
Popis: 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 diferent 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.
Databáze: OpenAIRE