Title :
Enhancement of calcifications in mammograms using volterra series based quadratic filter
Author :
Hari, V.S. ; Jagathy, R.V.P. ; Gopikakumari, R.
Author_Institution :
Dept. of Electron. & Commun. Eng, Coll. of Eng., Karunagappally, Karunagappally, India
Abstract :
The paper summarizes the design and implementation of a quadratic edge detection filter, based on Volterra series, for enhancing calcifications in mammograms. The proposed filter can account for much of the polynomial nonlinearities inherent in the input mammogram image and can replace the conventional edge detectors like Laplacian, gaussian etc. The filter gives rise to improved visualization and early detection of microcalcifications, which if left undetected, can lead to breast cancer. The performance of the filter is analyzed and found superior to conventional spatial edge detectors.
Keywords :
Volterra series; cancer; edge detection; mammography; medical image processing; Volterra series; breast cancer; conventional edge detectors; conventional spatial edge detectors; mammograms; microcalcifications; polynomial nonlinearities; quadratic edge detection filter; quadratic filter; Image edge detection; Kernel; Laplace equations; PSNR; Polynomials; Singular value decomposition; Breast cancer; Mammogram; Volterra series; microcalcifications; quadratic filter; singular value decomposition;
Conference_Titel :
Data Science & Engineering (ICDSE), 2012 International Conference on
Conference_Location :
Cochin, Kerala
Print_ISBN :
978-1-4673-2148-8
DOI :
10.1109/ICDSE.2012.6282309