DocumentCode :
159727
Title :
Detection of areas containing microcalcifications in digital mammograms
Author :
Mustra, Mario ; Grgic, Mislav
Author_Institution :
Fac. of Electr. Eng. & Comput., Univ. of Zagreb, Zagreb, Croatia
fYear :
2014
fDate :
12-15 May 2014
Firstpage :
51
Lastpage :
54
Abstract :
Microcalcifications are tiny calcium deposits present in the breast tissue. They are proved to be an important early sign of a process which started to happen and could be a development of a breast cancer. Because of that computer-aided detection systems (CADe) for detection of microcalcifications with low false positive rate can be very useful and helpful for breast cancer prediction. Accurate detection of microcalcifications is a very challenging task because of their visual property which is very similar to the noise in the image. To be able to perform accurate detection it is necessary to remove the background influence and at the same time preserve microcalcifications in the image. In this paper we propose a method for detection of presence of microcalcifications using the contrast enhancement of microcalcifications against the background tissue. For background suppression we use combination of wavelet filtering and grayscale morphology. The results of detection of suspicious areas which could contain microcalcifications are shown to be good in comparison to other methods which do not use manual selection of suspicious areas.
Keywords :
cancer; gynaecology; image enhancement; mammography; medical image processing; patient diagnosis; wavelet transforms; CADe; background suppression; breast cancer; breast cancer prediction; breast tissue; computer-aided detection systems; contrast enhancement; digital mammograms; grayscale morphology; microcalcification area detection; suspicious areas; tiny calcium deposits; wavelet filtering; Biomedical imaging; Breast; Discrete wavelet transforms; Histograms; Image resolution; Image segmentation; Standards; Contrast Enhancement; Digital Mammograms; Microcalcifications;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Systems, Signals and Image Processing (IWSSIP), 2014 International Conference on
Conference_Location :
Dubrovnik
ISSN :
2157-8672
Type :
conf
Filename :
6837628
Link To Document :
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