Robust automatic breast and pectoral muscle segmentation from scanned mammograms

被引:64
|
作者
Mustra, Mario [1 ]
Grgic, Mislav [1 ]
机构
[1] Univ Zagreb, Fac Elect Engn & Comp, Unska 3, Zagreb 10000, Croatia
关键词
Mammography; Computer aided detection; Breast segmentation; Pectoral muscle extraction; Hough transform; Edge detection;
D O I
10.1016/j.sigpro.2012.07.026
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Breast skin-air interface and pectoral muscle segmentation are usually first steps in all CAD applications on scanned as well as digital mammograms. Breast skin-air interface segmentation is much more difficult task when performed on scanned mammograms than on digital mammograms. In case of pectoral muscle segmentation, segmentation difficulty of analog and digital mammograms is usually similar. In this paper we present adaptive contrast enhancement method for breast skin-air interface detection which combines usage of adaptive histogram equalization method on small region of interest which contains actual edge and edge detection operators. Pectoral muscle detection method uses combination of contrast enhancement using adaptive histogram equalization and polynomial curvature estimation on selected region of interest. This method makes segmentation of very low contrast pectoral muscle areas possible because of estimation used to segment areas which have lower contrast difference than detection threshold. (C) 2012 Elsevier B.V. All rights reserved.
引用
收藏
页码:2817 / 2827
页数:11
相关论文
共 50 条
  • [21] Pectoral Muscle Segmentation from Digital Mammograms Using a Transformative Approach
    Mahaveera, Dhanush Jain
    Gujar, Shubham Arun
    Cen, Steven Yong
    Lei, Xiaomeng
    Hwang, Darryl H.
    Varghese, Bino A.
    2023 19TH INTERNATIONAL SYMPOSIUM ON MEDICAL INFORMATION PROCESSING AND ANALYSIS, SIPAIM, 2023,
  • [22] Segmentation of Pectoral Muscle in Mammograms Using Granular Computing
    Divyashree, B., V
    Amarnath, R.
    Naveen, M.
    Kumar, Hemantha G.
    JOURNAL OF INFORMATION TECHNOLOGY RESEARCH, 2022, 15 (01)
  • [23] Segmentation of Pectoral Muscle in Mammograms using Fractal Method
    Shanmugavadivu, P.
    Sivakumar, V.
    2013 INTERNATIONAL CONFERENCE ON COMPUTER COMMUNICATION AND INFORMATICS, 2013,
  • [24] Automatic extraction of pectoral muscle in the MLO view of mammograms
    Feudjio, C. K.
    Klein, J.
    Tiedeu, A.
    Colot, O.
    PHYSICS IN MEDICINE AND BIOLOGY, 2013, 58 (23): : 8493 - 8515
  • [25] Pectoral muscle segmentation on digital mammograms by nonlinear diffusion filtering
    Mirzaalian, H.
    Ahmadzadeh, M. R.
    Sadri, S.
    2007 IEEE PACIFIC RIM CONFERENCE ON COMMUNICATIONS, COMPUTERS AND SIGNAL PROCESSING, VOLS 1 AND 2, 2007, : 577 - +
  • [26] On Segmentation of Pectoral Muscle in Digital Mammograms by Means of Deep Learning
    Soleimani, Hossein
    Michailovich, Oleg V.
    IEEE ACCESS, 2020, 8 : 204173 - 204182
  • [27] Identification and segmentation of obscure pectoral muscle in mediolateral oblique mammograms
    Wei, Chia-Hung
    Gwo, Chih-Ying
    Huang, Pai Jung
    BRITISH JOURNAL OF RADIOLOGY, 2016, 89 (1062):
  • [28] Pectoral Muscle Segmentation for Digital Mammograms Based on Otsu Thresholding
    Liu, Chen-Chung
    Yu, Shyr-Shen
    Tsai, Chung-Yen
    Tsui, Ta-Shan
    FRONTIERS OF MANUFACTURING AND DESIGN SCIENCE II, PTS 1-6, 2012, 121-126 : 4537 - +
  • [29] Automatic Pectoral Muscle Removal and Microcalcification Localization in Digital Mammograms
    Hernandez Gomez, Kevin Alejandro
    Echeverry-Correa, Julian D.
    Orozco Gutierrez, Alvaro Angel
    HEALTHCARE INFORMATICS RESEARCH, 2021, 27 (03) : 222 - 230
  • [30] Intensity based Automatic Boundary Identification of Pectoral Muscle in Mammograms
    Vikhe, P. S.
    Thool, V. R.
    PROCEEDINGS OF INTERNATIONAL CONFERENCE ON COMMUNICATION, COMPUTING AND VIRTUALIZATION (ICCCV) 2016, 2016, 79 : 262 - 269