Title :
A new Tsallis based automatic non linear enhancement of mammograms for microcalcifications segmentation in high density breast
Author :
Mehdi, Mouna Zouari ; Masmoudi, Alima Damak ; ben Ayed, Norhene Gargouri ; Masmoudi, Dorra Sellemi
Author_Institution :
Sfax Eng. Sch., Univ. of Sfax, Sfax, Tunisia
Abstract :
Microcalcifications are tiny deposits of calcium located in breast tissue. They appeared as very small highlighted regions in comparaison with their surrounding tissue. The difference of contrast between microcalcifications and the normal tissue depend on the breast density: The more the breast is dense, the less is the contrast. In this context, we propose to enhance microcalcifications details for each type of breast density using for methods. As we know that the BIRADS/ACR 4 contains dense breast, That´s why we have proposed to make the Non Linear Stratching (NLS)automatic by applying an improved Tsallis entropy. The proposed mammography enhancement approach is evaluated on the Digital Database for Screening Mammography (DDSM) database.
Keywords :
biological tissues; diagnostic radiography; entropy; feature extraction; image enhancement; image segmentation; mammography; medical image processing; nonlinear programming; BIRADS/ACR 4; DDSM database; Digital Database for Screening Mammography database; Tsallis based automatic nonlinear enhancement; automatic NLS; automatic nonlinear stretching; breast density dependence; breast density type; high density breast; improved Tsallis entropy; mammogram enhancement; microcalcification segmentation; microcalcification-normal tissue contrast difference; microcalcifications detail enhancement; tiny calcium deposit; Breast; Visualization; ACR/BIRADS; Breast tissue; Enhancement; Mammogram; Microcalcification;
Conference_Titel :
Image Processing, Applications and Systems Conference (IPAS), 2014 First International
Print_ISBN :
978-1-4799-7068-1
DOI :
10.1109/IPAS.2014.7043315