Classification of CT brain images of head trauma

被引:0
|
作者
Gong, Tianxia [1 ]
Liu, Ruizhe [1 ]
Tan, Chew Lim [1 ]
Farzad, Neda
Lee, Cheng Kiang
Pang, Boon Chuan
Tian, Qi
Tang, Suisheng
Zhang, Zhuo
机构
[1] Natl Univ Singapore, Dept Comp Sci, Sch Comp, 3 Sci Dr 2, Singapore 117543, Singapore
关键词
D O I
暂无
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
A method for automatic classification of computed tomography (CT) brain images of different head trauma types is presented in this paper. The method has three major steps: 1. The images are first segmented to find potential hemorrhage regions using ellipse fitting, background removal and wavelet decomposition technique; 2. For each region, features (such as area, major axis length, etc.) are extracted; 3. Each extracted feature is classified using machine learning algorithm; the images are then classified based on its component regions' classification. The automatic medical image classification will be useful in building a content-based medical image retrieval system.
引用
收藏
页码:401 / 408
页数:8
相关论文
共 50 条
  • [41] EVOKED BRAIN POTENTIALS IN HEAD TRAUMA
    BERROL, S
    CONNECTICUT MEDICINE, 1982, 46 (08) : 446 - 446
  • [42] METHYLPREDNISOLONE, HEAD TRAUMA, AND BRAIN PROTECTION
    HALL, ED
    ANESTHESIA AND ANALGESIA, 1993, 77 (03): : 639 - 640
  • [43] TELEPHONIC TRANSFER OF HEAD CT IMAGES
    BARKER, CS
    SPENCER, JA
    MOLYNEUX, AJ
    ANSLOW, PL
    CLINICAL RADIOLOGY, 1991, 43 (03) : 218 - 218
  • [44] Artefact misinterpretation on CT images of the head
    Mathur, S.
    Gadde, S.
    Koteyar, S. Sunder
    CLINICAL RADIOLOGY, 2008, 63 (11) : 1277 - 1279
  • [45] Hierarchical segmentation of CT head images
    Loncaric, S
    Cosic, D
    Dhawan, AP
    PROCEEDINGS OF THE 18TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOL 18, PTS 1-5, 1997, 18 : 736 - 737
  • [46] Classification of Medical Brain Images
    潘海为
    HighTechnologyLetters, 2003, (03) : 86 - 91
  • [47] Incorrect Classification in Articles About Traumatic Brain Injuries in Children With Minor Blunt Head Trauma
    Kuppermann, Nathan
    Natale, JoAnne E.
    Nigrovic, Lise E.
    JAMA PEDIATRICS, 2014, 168 (06) : 585 - 586
  • [48] THE ROLE OF CT FOR THE MANAGEMENT OF SEVERE HEAD TRAUMA
    AMUNDSEN, P
    NEURORADIOLOGY, 1980, 20 (05) : 275 - 275
  • [49] CT Angiography in Head and Neck Trauma Response
    Almandoz, Josser E. Delgado
    Schaefer, Pamela W.
    Kelly, Hillary R.
    Lev, Michael H.
    Gonzalez, R. Gilberto
    Romero, Javier M.
    RADIOLOGY, 2010, 255 (03) : 1009 - 1009
  • [50] CT DETECTION OF OCCULT PNEUMOTHORAX IN HEAD TRAUMA
    TOCINO, IM
    MILLER, MH
    FREDERICK, PR
    BAHR, AL
    THOMAS, F
    AMERICAN JOURNAL OF ROENTGENOLOGY, 1984, 143 (05) : 987 - 990