Estimation of breast density on digital mammograms

被引:0
|
作者
Goto, Sachiko [1 ]
Azuma, Yoshiharu [1 ]
Aoyama, Hideki [2 ,3 ]
Sumimoto, Tetsuhiro [1 ]
机构
[1] Okayama Univ, Sch Med, Fac Hlth Sci, Okayama 7008558, Japan
[2] Okayama Univ Hosp, Cent Div Radiol, Okayama 7008558, Japan
[3] Okayama Univ, Grad Sch Hlth Sci, Okayama 7008558, Japan
关键词
digital mammograms; breast density; breast-equivalent phantoms;
D O I
10.1117/12.716998
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We built an estimation system of individual breast density from digital mammograms by using breast tissue equivalent phantoms that are able to change the mixture ratio of adipose and glandular tissue and the thickness. The method was compared with a visual assessment of breast density by the radiologists as a gold standard. The clinical image data set that consisted of 49 mammograms of 21 patients were analyzed. The average of the estimated glandular rate was 35.0%, while varying from 12.0% to 67.0%. This system can apply in clinical practice such as the visual estimation of breast density.
引用
收藏
页数:5
相关论文
共 50 条
  • [1] Optimization of volumetric breast density estimation in digital mammograms
    Holland, Katharina
    Gubern-Merida, Albert
    Mann, Ritse M.
    Karssemeijer, Nico
    [J]. PHYSICS IN MEDICINE AND BIOLOGY, 2017, 62 (09): : 3779 - 3797
  • [2] Breast Percent Density: Estimation on Digital Mammograms and Central Tomosynthesis Projections
    Bakic, Predrag R.
    Carton, Ann-Katherine
    Kontos, Despina
    Zhang, Cuiping
    Troxel, Andrea B.
    Maidment, Andrew D. A.
    [J]. RADIOLOGY, 2009, 252 (01) : 40 - 49
  • [3] Measurement of breast density on digital mammograms
    Goto, Sachiko
    Azuma, Yoshibaru
    Sumimoto, Tetsuhiro
    Takeda, Yoshihiro
    Tsujita, Naoko
    Kadohisa, Shigefumi
    [J]. 2006 IEEE INSTRUMENTATION AND MEASUREMENT TECHNOLOGY CONFERENCE PROCEEDINGS, VOLS 1-5, 2006, : 432 - +
  • [4] Three comparative approaches for breast density estimation in digital and screen film mammograms
    Chang, Ruey-Feng
    Chang-Chien, Kuang-Che
    Takada, Etsuo
    Suri, Jasjit S.
    Moon, Woo Kyung
    Wu, Jeffery H. K.
    Cho, Nariya
    Wang, Yi-Fa
    Chen, Dar-Ren
    [J]. 2006 28TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-15, 2006, : 283 - 286
  • [5] Volumetric breast density estimation from full-field digital mammograms
    van Engeland, S
    Snoeren, PR
    Huisman, H
    Boetes, C
    Karssemeijer, N
    [J]. IEEE TRANSACTIONS ON MEDICAL IMAGING, 2006, 25 (03) : 273 - 282
  • [6] CLASSIFICATION OF BREAST TISSUE DENSITY IN DIGITAL MAMMOGRAMS
    Devi, S. Sathiya
    Vidivelli, S.
    [J]. 2017 INTERNATIONAL CONFERENCE ON INNOVATIONS IN INFORMATION, EMBEDDED AND COMMUNICATION SYSTEMS (ICIIECS), 2017,
  • [7] Comparison of breast percent density estimation from raw versus processed digital mammograms
    Li, Diane
    Gavenonis, Sara
    Conant, Emily
    Kontos, Despina
    [J]. MEDICAL IMAGING 2011: COMPUTER-AIDED DIAGNOSIS, 2011, 7963
  • [8] Automated assessment of breast tissue density in digital mammograms
    Subashini, T. S.
    Ramalingam, V.
    Palanivel, S.
    [J]. COMPUTER VISION AND IMAGE UNDERSTANDING, 2010, 114 (01) : 33 - 43
  • [9] Density correction of peripheral breast tissue on digital mammograms
    Bick, U
    Giger, ML
    Schmidt, RA
    Nishikawa, RM
    Doi, K
    [J]. RADIOGRAPHICS, 1996, 16 (06) : 1403 - 1411
  • [10] Computerized image analysis: Estimation of breast density on mammograms
    Zhou, C
    Chan, HP
    Petrick, N
    Sahiner, B
    Helvie, MA
    [J]. MEDICAL IMAGING 2000: IMAGE PROCESSING, PTS 1 AND 2, 2000, 3979 : 1615 - 1624