A METHOD FOR DETECTING SUSPICIOUS REGIONS IN MAMMOGRAMS BASED ON MULTISCALE IMAGE FILTERING AND REGRESSION-LINE ANALYSIS

被引:0
作者
Hirano, Shoji [1 ]
Tsumoto, Shusaku [1 ]
机构
[1] Shimane Univ, Matsue, Shimane, Japan
来源
2008 WORLD AUTOMATION CONGRESS PROCEEDINGS, VOLS 1-3 | 2008年
关键词
Mammography; Breast cancer detection; Architectural distortion;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Early detection of breast cancer is an important task for preventing the loss of lives/breasts of the women. In this paper we propose a method for detecting suspicious features of breast cancers on mammograms by the combination of multiscale image filtering and regression-line analysis. Images are represented and analyzed at different scales. Calcifications are detected on the finest resolution, masses and mammary glands are detected on a more abstracted plane. After detecting mammary glands., we apply linear regression to the parts of mammary ducts, and estimates the degree of concentration by the measure of average minimal distance to the concentration point. Experimental results on the DDSM mammography images demonstrate that these approaches could contribute to the successful detection of these features.
引用
收藏
页码:185 / 190
页数:6
相关论文
共 6 条
  • [1] Characterization of architectural distortion in mammograms
    Ayres, FJ
    Rangayyan, RM
    [J]. IEEE ENGINEERING IN MEDICINE AND BIOLOGY MAGAZINE, 2005, 24 (01): : 59 - 67
  • [2] ENDO T, 2007, HDB READING MAMMOGRA
  • [3] Heath M, 2001, IWDM 2000: 5TH INTERNATIONAL WORKSHOP ON DIGITAL MAMMOGRAPHY, P212
  • [4] Heath M, 1998, COMP IMAG VIS, V13, P457
  • [5] Cancer incidence and incidence rates in Japan in 2001 based on the data from 10 population-based cancer registries
    Marugame, Tomomi
    Matsuda, Tomohiro
    Kamo, Ken-Ichi
    Katanoda, Kota
    Ajiki, Wakiko
    Sobue, Tomotaka
    [J]. JAPANESE JOURNAL OF CLINICAL ONCOLOGY, 2007, 37 (11) : 884 - 891
  • [6] MATSUBARA T, 2005, P 2005 JAMIT ANN M