Computer-assisted reading of mammograms

被引:34
作者
Karssemeijer, N
Hendriks, JHCL
机构
[1] Department of Radiology, University Hospital Nijmegen, Nijmegen, NL-6500 HB
关键词
breast; mammography; diagnosis; digitization;
D O I
10.1007/BF02742937
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Techniques developed in computer vision and automated pattern recognition can be applied to assist radiologists in reading mammograms. With the introduction of direct digital mammography this will become a feasible approach. A radiologist in breast cancer screening can use findings of the computer as a second opinion, or as a pointer to suspicious regions. This may increase the sensitivity and specificity of screening programs, and it may avoid the need for double reading. In this paper methods which have been developed for automated detection of mammographic abnormalities are reviewed. Programs for detecting microcalcification clusters and stellate lesions have reached a level of performance which makes application in practice viable. Current programs for recognition of masses and asymmetry perform less well. Large-scale studies still have to demonstrate if radiologists in a screening situation can deal with the relatively large number of false positives which are marked by computer programs, where the number of normal cases is much higher than in observer experiments conducted thus far.
引用
收藏
页码:743 / 748
页数:6
相关论文
共 34 条
  • [1] ASTLEY S, 1993, P SOC PHOTO-OPT INS, V1905, P716, DOI 10.1117/12.148683
  • [2] ASTLEY SM, 1990, P 1 BRIT MACH VIS C, P253
  • [3] THE ROLE OF THE REFERENCE RADIOLOGIST - ESTIMATES OF INTEROBSERVER AGREEMENT AND POTENTIAL DELAY IN CANCER-DETECTION IN THE NATIONAL BREAST SCREENING STUDY
    BAINES, CJ
    MCFARLANE, DV
    MILLER, AB
    [J]. INVESTIGATIVE RADIOLOGY, 1990, 25 (09) : 971 - 976
  • [4] ANALYSIS OF CANCERS MISSED AT SCREENING MAMMOGRAPHY
    BIRD, RE
    WALLACE, TW
    YANKASKAS, BC
    [J]. RADIOLOGY, 1992, 184 (03) : 613 - 617
  • [5] BRZAKOVIC D, 1993, P SOC PHOTO-OPT INS, V1905, P690, DOI 10.1117/12.148680
  • [6] FREE-RESPONSE METHODOLOGY - ALTERNATE ANALYSIS AND A NEW OBSERVER-PERFORMANCE EXPERIMENT
    CHAKRABORTY, DP
    WINTER, LHL
    [J]. RADIOLOGY, 1990, 174 (03) : 873 - 881
  • [7] IMPROVEMENT IN RADIOLOGISTS DETECTION OF CLUSTERED MICROCALCIFICATIONS ON MAMMOGRAMS - THE POTENTIAL OF COMPUTER-AIDED DIAGNOSIS
    CHAN, HP
    DOI, K
    VYBORNY, CJ
    SCHMIDT, RA
    METZ, CE
    LAM, KL
    OGURA, T
    WU, YZ
    MACMAHON, H
    [J]. INVESTIGATIVE RADIOLOGY, 1990, 25 (10) : 1102 - 1110
  • [8] CHAN HP, 1988, INVEST RADIOL, V23, P664
  • [9] AUTOMATIC COMPUTER-DETECTION OF CLUSTERED CALCIFICATIONS IN DIGITAL MAMMOGRAMS
    DAVIES, DH
    DANCE, DR
    [J]. PHYSICS IN MEDICINE AND BIOLOGY, 1990, 35 (08) : 1111 - 1118
  • [10] REPORT OF THE INTERNATIONAL WORKSHOP ON SCREENING FOR BREAST-CANCER
    FLETCHER, SW
    BLACK, W
    HARRIS, R
    RIMER, BK
    SHAPIRO, S
    [J]. JOURNAL OF THE NATIONAL CANCER INSTITUTE, 1993, 85 (20) : 1644 - 1656