Title :
Automatic microcalcifications segmentation procedure based on Otsu´s method and morphological filters
Author :
Duarte, M.A. ; Alvarenga, A.V. ; Azevedo, C.M. ; Infantosi, A.F.C. ; Pereira, W.C.A.
Author_Institution :
Electron. Eng. Dept., Gama Filho Univ. (UGF), Rio de Janeiro, Brazil
fDate :
March 28 2011-April 1 2011
Abstract :
Microcalcifications are present in a great number of malignant lesions, being considered as a significant sign of malignancy. However, they are detected in less than 50% of mammograms with carcinomas. Given this scenario, systems to highlight infra-clinic lesions, aiding the specialists to make diagnostics, have been studied. These Computer-aided diagnosis systems have been developed based on parameters extracted from microcalcifications. They are basically composed of three parts: segmentation, parameters calculation and lesions classification. This paper presents an automatic microcalcification segmentation method, based on Otsu´s method and morphological filters. The proposed method was assessed with 236 regions of interest, captured from 54 images (300 dpi, 8 bits). Based on the joint opinion of two experienced radiologists, the algorithm adequately segmented at least 88.6% of the cases.
Keywords :
image segmentation; mammography; medical image processing; Otsu´s method; automatic microcalcification segmentation; carcinoma; computer-aided diagnosis; malignant lesion; mammogram; morphological filter; Biomedical imaging; Breast cancer; Image reconstruction; Image segmentation; Pixel; Automatic Segmentation; Breast Cancer; Mammography; Mathematical Morphology; Microcalcifications; Otsu´s Method;
Conference_Titel :
Health Care Exchanges (PAHCE), 2011 Pan American
Conference_Location :
Rio de Janeiro
Print_ISBN :
978-1-61284-915-7
DOI :
10.1109/PAHCE.2011.5871858