DocumentCode :
2045336
Title :
A novel framework for edge detection of microcalcifications using a non-linear enhancement operator and morphological filter
Author :
Bhateja, Vikrant ; Devi, Swapna
Author_Institution :
Dept. of Electron. & Commun., Eng., SRMCEM, Lucknow, India
Volume :
5
fYear :
2011
fDate :
8-10 April 2011
Firstpage :
419
Lastpage :
424
Abstract :
Minute calcium deposits that appear as bright spots on mammograms are known as microcalcifications. Calcifications in ducts and lobules are common markers of malignancy; therefore its detection plays a vital role in early detection of breast cancer. This paper proposes a novel framework for edge detection of microcalcifications using a combination of non-linear enhancement operator and morphological filter. The contrast improvement of the region of interest for better visualization of mammographic abnormalities is obtained using the proposed non-linear operator. This enhancement operator is versatile in approach, producing promising results for dense as well as non dense breast tissues. The enhanced ROI is then convolved with the proposed mask of two stage iterative discrete morphological gradient operator with variable sized structuring elements leading to improved edge detection of microcalcifications.
Keywords :
biological tissues; calcium; cancer; edge detection; gradient methods; image enhancement; mammography; medical image processing; nonlinear filters; breast cancer; breast tissues; calcium deposits; edge detection; enhanced ROI; lobules; malignancy; mammogram; mammographic abnormalities visualization; microcalcification; morphological filter; nonlinear enhancement operator; region of interest; two stage iterative discrete morphological gradient operator; Breast tissue; Detectors; Image edge detection; Logistics; Morphology; Noise; Pixel; adaptive histogram equalization; contrast; improved logistic function; improvement index; microcalcifications; morphological gradient operator; non-linear enhancement operator;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Electronics Computer Technology (ICECT), 2011 3rd International Conference on
Conference_Location :
Kanyakumari
Print_ISBN :
978-1-4244-8678-6
Electronic_ISBN :
978-1-4244-8679-3
Type :
conf
DOI :
10.1109/ICECTECH.2011.5942033
Filename :
5942033
Link To Document :
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