MORPHOLOGICAL METHOD OF MICROCALCIFICATIONS DETECTION IN MAMMOGRAMS

被引:0
|
作者
Ustymowicz, Marek [1 ]
Nieniewski, Mariusz [2 ]
机构
[1] Bialystok Tech Univ, Bialystok, Poland
[2] PAS, Inst Fundamental Technol Res, Warsaw, Poland
来源
COMPUTER VISION AND GRAPHICS (ICCVG 2004) | 2006年 / 32卷
关键词
microcalcification detection; mammograms; FROC; mathematical morphology;
D O I
10.1007/1-4020-4179-9_135
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Detection of microcalcifications (MCs) in mammograms for early breast cancer diagnosing is a widely investigated subject. A number of methods have been tried out so far, but obtained results are still not satisfactory. To avoid difficulties with comparisons of our results with others', we present results obtained on mammograms from the Digital Database for Screening Mammography (DDSM), provided by the University of South Florida. In this study, a novel approach to MCs detection based on mathematical morphology is presented. A combination of methods is used for the detection of MCs. The evaluation of the proposed technique is done using a free-response operating characteristic (FROC). Our results demonstrate that the MCs can be effectively detected by the proposed approach.
引用
收藏
页码:921 / 928
页数:8
相关论文
共 50 条
  • [1] A Method for Microcalcifications Detection in Breast Mammograms
    Abbas H. Hassin Alasadi
    Ahmed Kadem Hamed Al-Saedi
    Journal of Medical Systems, 2017, 41
  • [2] A Method for Microcalcifications Detection in Breast Mammograms
    Alasadi, Abbas H. Hassin
    Al-Saedi, Ahmed Kadem Hamed
    JOURNAL OF MEDICAL SYSTEMS, 2017, 41 (04)
  • [3] A New Method for the Detection of Microcalcifications in Mammograms
    Sahba, Farhang
    Venetsanopoulos, Anastasios
    2009 9TH INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY AND APPLICATIONS IN BIOMEDICINE, 2009, : 605 - +
  • [4] Accurate detection of microcalcifications on mammograms by improvement of morphological processing
    Hagihara, Y
    Kobatake, H
    Nawano, S
    Takeo, H
    IWDM 2000: 5TH INTERNATIONAL WORKSHOP ON DIGITAL MAMMOGRAPHY, 2001, : 193 - 197
  • [5] Detection of Microcalcifications on Mammograms
    Touami, Rachida
    Kies, Karima
    Benamrane, Nacera
    INTERNATIONAL JOURNAL OF SOFTWARE SCIENCE AND COMPUTATIONAL INTELLIGENCE-IJSSCI, 2020, 12 (01): : 68 - 79
  • [6] Morphological Enhancement of Microcalcifications in Digital Mammograms
    H. S. Jagannath
    J. Virmani
    V. Kumar
    Journal of The Institution of Engineers (India): Series B, 2012, 93 (3) : 163 - 172
  • [7] Detection of Microcalcifications in Digital Mammograms Using Foveal Method
    Oh, Whi-Vin
    Kim, KwangGi
    Kim, Young-Jae
    Kang, HanSung
    Ro, JungSil
    Moon, WooKyung
    HEALTHCARE INFORMATICS RESEARCH, 2009, 15 (01) : 165 - 172
  • [8] Detection of microcalcifications in digital mammograms
    Lopez-Aligue, Francisco J.
    Poveda-Pierola, Alberto
    Acevedo-Sotoca, Isabel
    Garcia-Urra, Fernando
    2007 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-16, 2007, : 3906 - 3909
  • [9] Microcalcifications detection in digital mammograms
    López-Aligué, FJ
    Acevedo-Sotoca, I
    García-Manso, A
    García-Orellana, CJ
    Gallardo-Caballero, R
    PROCEEDINGS OF THE 26TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-7, 2004, 26 : 1577 - 1580
  • [10] Surrounding region dependence method for detection of clustered microcalcifications on mammograms
    Kim, JK
    Park, HW
    INTERNATIONAL CONFERENCE ON IMAGE PROCESSING - PROCEEDINGS, VOL III, 1997, : 535 - 538