Enhancement of Microcalcifications Based on Fractal Techniques in Mammograms

被引:0
|
作者
SONG Li
机构
基金
中国国家自然科学基金;
关键词
enhancement; microcalcification cluster; kirsch edge detection; fractal technique; mammogram;
D O I
暂无
中图分类号
TP391.41 [];
学科分类号
080203 ;
摘要
Microcalcification clusters in mammograms are an important early sign of breast cancer. The enhancement of microcalcifications in mammograms is one of the most important preprocessing techniques for the extraction of cluster microcalcifications. In this paper, we present a novel method for the enhancement of microcalcifications. Firstly, the initial microcalcification edges were extracted by using kirsch edge operator, and the discontinouse edges were linked by employing fractal technique. Then, the continuous closed edges of microcalcifications were filled by using seed filling algorithm. The pixel values of the filled region were replaced by the corresponding pixel values in the original image. Finally, the enhancement of microcalcifications in mammograms was achieved by adding the filled image to the original image. We evaluated the performance of our algorithm by using 50 regions of interesting (ROIs) with microcalcification clusters from DDSM database. The experiment results demonstrate that our CAD system can give better enhancement effect compared with other methods.
引用
收藏
页码:103 / 108 +138
页数:7
相关论文
共 50 条
  • [1] Fractal modeling and segmentation for the enhancement of microcalcifications in digital mammograms
    Li, H
    Liu, KJR
    Lo, SCB
    IEEE TRANSACTIONS ON MEDICAL IMAGING, 1997, 16 (06) : 785 - 798
  • [2] MICROCALCIFICATIONS ENHANCEMENT IN DIGITAL MAMMOGRAMS USING FRACTAL MODELING
    Mohamed, Wael A.
    Alolfe, Mohamed A.
    Kadah, Yasser M.
    2008 CAIRO INTERNATIONAL BIOMEDICAL ENGINEERING CONFERENCE, 2008, : 84 - +
  • [3] Enhancement of microcalcifications on mammograms using a fractal modeling approach
    Li, H
    Liu, KJR
    Lo, SCB
    PROCEEDINGS OF THE 18TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOL 18, PTS 1-5, 1997, 18 : 1111 - 1112
  • [4] An Approach for Enhancement of Microcalcifications in Mammograms
    Birmohan Singh
    Manpreet Kaur
    Journal of Medical and Biological Engineering, 2017, 37 : 567 - 579
  • [5] An Approach for Enhancement of Microcalcifications in Mammograms
    Singh, Birmohan
    Kaur, Manpreet
    JOURNAL OF MEDICAL AND BIOLOGICAL ENGINEERING, 2017, 37 (04) : 567 - 579
  • [6] Fractal modeling of mammograms based on mean and variance for the detection of microcalcifications
    Sankar, Deepa
    Thomas, Tessamma
    ICCIMA 2007: INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND MULTIMEDIA APPLICATIONS, VOL II, PROCEEDINGS, 2007, : 334 - 338
  • [7] Mammograms enhancement based on multifractal measures for microcalcifications detection
    Serradj, Nadia Kermouni
    Lazzouni, Sihem
    Messadi, Mahammed
    INTERNATIONAL JOURNAL OF BIOMEDICAL ENGINEERING AND TECHNOLOGY, 2023, 41 (01) : 60 - 82
  • [8] A FRACTAL APPROACH TO THE SEGMENTATION OF MICROCALCIFICATIONS IN DIGITAL MAMMOGRAMS
    LEFEBVRE, F
    BENALI, H
    GILLES, R
    KAHN, E
    DIPAOLA, R
    MEDICAL PHYSICS, 1995, 22 (04) : 381 - 390
  • [9] Fast Fractal Modeling of Mammograms for Microcalcifications Detection
    Mohamed, Wael A.
    Alolfe, Mohamed A.
    Kadah, Yasser M.
    NRSC: 2009 NATIONAL RADIO SCIENCE CONFERENCE: NRSC 2009, VOLS 1 AND 2, 2009, : 190 - 195
  • [10] A fractal approach to the segmentation of microcalcifications in digital mammograms
    INSERM U66, Institut Gustave Roussy, 39 rue Camille Desmoulins, 94805 Villejuif Cedex, France
    MED. PHYS., 4 (381-390):