Title :
Toroidal Gaussian Filters for Detection and Extraction of Properties of Spiculated Masses
Author :
Sampat, Mehul P. ; Bovik, AlanC ; Markey, Mia K. ; Whitman, Gary J. ; Stephens, Tanya W.
Author_Institution :
Texas Univ., Austin, TX
Abstract :
We have invented a new class of linear filters for the detection of spiculated masses and architectural distortions in mammography. We call these spiculation filters. These filters are narrow band filters and form a new class of wavelet-type filter banks. In this paper, we show that unmodulated versions of these filters can be used to detect the central mass region of spiculated masses. We refer to these as toroidal Gaussian filters. We also show that the physical properties of spiculated masses can be extracted from the responses of the toroidal Gaussian filters without segmentation
Keywords :
Gaussian distribution; channel bank filters; mammography; medical image processing; wavelet transforms; architectural distortions; central mass region; linear filters; mammography; narrow band filters; spiculated mass detection; spiculation filters; toroidal Gaussian filters; wavelet-type filter banks; Breast cancer; Cancer detection; Diseases; Filter bank; Lesions; Lungs; Mammography; Matched filters; Narrowband; Nonlinear filters;
Conference_Titel :
Acoustics, Speech and Signal Processing, 2006. ICASSP 2006 Proceedings. 2006 IEEE International Conference on
Conference_Location :
Toulouse
Print_ISBN :
1-4244-0469-X
DOI :
10.1109/ICASSP.2006.1660412