Automated detection of masses in mammograms by local adaptive thresholding

被引:94
作者
Kom, Guillaume [1 ]
Tiedeu, Alain [1 ]
Kom, Martin [1 ]
机构
[1] Ecole Natl Super Polytech, GRETMAT, LETS, Yaounde, Cameroon
关键词
computer-aided detection; mammogram; mass; segmentation; adaptive thresholding;
D O I
10.1016/j.compbiomed.2005.12.004
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
In this paper, an algorithm for detection of suspicious masses from mammographic images is presented. The proposed algorithm was tested on a database of 61 mammograms on which masses had previously been marked by experienced radiologists. Results show that the proposed method exhibits for mass detection, a sensitivity of 95.91%. The area under receiver operating characteristic (ROC) Az was 0.946 when enhancement of the original image was performed before detection and 0.938 otherwise. Furthermore in some cases, we could detect some masses that the radiologists were not able to mark out. (c) 2006 Elsevier Ltd. All rights reserved.
引用
收藏
页码:37 / 48
页数:12
相关论文
共 23 条
[1]   BREAST-CANCER DETECTION - ONE VERSUS 2 VIEWS [J].
BASSETT, LW ;
BUNNELL, DH ;
JAHANSHAHI, R ;
GOLD, RH ;
ARNDT, RD ;
LINSMAN, J .
RADIOLOGY, 1987, 165 (01) :95-97
[2]   ECONOMIC-ISSUES IN SCREENING MAMMOGRAPHY [J].
CLARK, RA .
AMERICAN JOURNAL OF ROENTGENOLOGY, 1992, 158 (03) :527-534
[3]  
DOI K, 1997, OFF WOM HLTH OWH WOR
[4]   THE USE OF TEXTURE ANALYSIS TO DELINEATE SUSPICIOUS MASSES IN MAMMOGRAPHY [J].
GUPTA, R ;
UNDRILL, PE .
PHYSICS IN MEDICINE AND BIOLOGY, 1995, 40 (05) :835-855
[5]  
HAUSS AG, 1994, 78 SCI ASS ANN M RSN
[6]  
HUTT IW, 1994, INT CONGR SER, V1069, P389
[7]  
KELGELMEYER WP, 1994, RADIOLOGY, V191, P331
[8]   Computerized detection of malignant tumors on digital mammograms [J].
Kobatake, H ;
Murakami, M ;
Takeo, H ;
Nawano, S .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1999, 18 (05) :369-378
[9]   Computerized radiographic mass detection - Part II: Decision support by featured database visualization and modular neural networks [J].
Li, H ;
Wang, Y ;
Liu, KJR ;
Lo, SCB ;
Freedman, MT .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2001, 20 (04) :302-313
[10]   Computerized radiographic mass detection - Part I: Lesion site selection by morphological enhancement and contextual segmentation [J].
Li, H ;
Wang, Y ;
Liu, KJR ;
Lo, SCB ;
Freedman, MT .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2001, 20 (04) :289-301