Automated detection methods for architectural distortions around skinline and within mammary gland on mammograms

被引:22
作者
Matsubara, T [1 ]
Ichikawa, T [1 ]
Hara, T [1 ]
Fujita, H [1 ]
Kasai, S [1 ]
Endo, T [1 ]
Iwase, T [1 ]
机构
[1] Nagoya Bunri Univ, Inazawa 4928520, Japan
来源
CARS 2003: COMPUTER ASSISTED RADIOLOGY AND SURGERY, PROCEEDINGS | 2003年 / 1256卷
关键词
architectural distortion; mammogram; computer-aided diagnosis; automated detection; image analysis;
D O I
10.1016/S0531-5131(03)00496-5
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The architectural distortion is a very important finding in interpreting breast cancers as well as microcalcification and mass on mammograms. However, it is more difficult for physicians to detect architectural distortion than microcalcification and mass. The purpose of this study is to develop two detection approaches for architectural distortions existing around skinline and within mammary glandular tissues. The detection methods for depressed areas around skinline consisted of three steps. The binarization technique was performed to extract the mammary gland region. In order to determine suspect areas, the top-hat processing was performed. The false positives were eliminated by the features of their sizes and positions. The distorted areas within mammary gland region were detected by the following steps. The structure of mammary gland was extracted by using curvature. The candidates were determined by concentration index. The false positives were eliminated by their isotropy indexes, sizes, pixel values and contrast. Our image database consisted of 17 cases with focal retraction areas around skinlines (case A) and 38 cases with architectural distortions within mammary glands (case B). As a result, the sensitivities were 94% and 84% in case A and case B, respectively. It was concluded that our methods were effective to detect architectural distortions. (C) 2003 Elsevier Science B.V. and CARS. All rights reserved.
引用
收藏
页码:950 / 955
页数:6
相关论文
共 5 条
[1]  
Hara T, 1996, MED IMAG INFORM SCI, V13, P78
[2]  
HATANAKA Y, 2000, JPN J RADIOL TECHNOL, V58, P375
[3]  
KOBATAKE H, 1996, MORPHOLOGY
[4]  
Matsubara T., 2000, P 5 INT WORKSH DIG M, P737
[5]   Critical current properties in superconducting Y-123 tapes [J].
Matsushita, T ;
Wada, H ;
Kiss, T ;
Inoue, M ;
Iijima, Y ;
Kakimoto, K ;
Saitoh, T ;
Shiohara, Y .
PHYSICA C-SUPERCONDUCTIVITY AND ITS APPLICATIONS, 2002, 378 (PART 2) :1102-1107