Title :
Detection of architectural distortion using coherence in relation to the expected orientation of breast tissue
Author :
Rangayyan, Rangaraj M. ; Chakraborty, Jayasree ; Banik, Shantanu ; Mukhopadhyay, Sudipta ; Desautels, J. E Leo
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Calgary, Calgary, AB, Canada
Abstract :
We propose methods for the detection of architectural distortion in prior mammograms. The expected orientation of the breast tissue at each pixel was derived by using Gabor filters, the automatically detected breast boundary, the nipple, and the pectoral muscle (in mediolateral-oblique views). The angular deviation of the oriented structures as compared to the expected orientation was analyzed, using a measure of coherence, to detect sites of architectural distortion. With 106 prior mammograms of 56 interval-cancer cases and 52 mammograms of 13 normal cases, a sensitivity of 80% was obtained at 10.3 false positives/ image.
Keywords :
Gabor filters; gynaecology; mammography; medical image processing; Gabor filters; angular oriented structures deviation; architectural distortion detection; breast boundary; coherence measure; expected breast tissue orientation; interval-cancer cases; nipple; pectoral muscle; prior mammograms; Breast cancer; Breast tissue; Coherence; Muscles; Radiology; Sensitivity;
Conference_Titel :
Computer-Based Medical Systems (CBMS), 2012 25th International Symposium on
Conference_Location :
Rome
Print_ISBN :
978-1-4673-2049-8
DOI :
10.1109/CBMS.2012.6266310