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
  • [1] AUTOMATIC LABELING AND CLASSIFICATION OF BRAIN CT IMAGES
    Gong, Tianxia
    Li, Shimiao
    Wang, Jie
    Tan, Chew Lim
    Pang, Boon Chuan
    Lim, C. C. Tchoyoson
    Lee, Cheng Kiang
    Tian, Qi
    Zhang, Zhuo
    2011 18TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2011, : 1581 - 1584
  • [2] Robust brain extraction tool for CT head images
    Akkus, Zeynettin
    Kostandy, Petro
    Philbrick, Kenneth A.
    Erickson, Bradley J.
    NEUROCOMPUTING, 2020, 392 : 189 - 195
  • [3] Validated automatic brain extraction of head CT images
    Muschelli, John
    Ullman, Natalie L.
    Mould, W. Andrew
    Vespa, Paul
    Hanley, Daniel F.
    Crainiceanu, Ciprian M.
    NEUROIMAGE, 2015, 114 : 379 - 385
  • [4] Incidental findings in brain CT scans of patients with head trauma
    Alinezhad, Marzieh
    Alikhani, Fariba
    Bamarinejad, Fatemeh
    Bamarinejad, Aatefeh
    Hosseinzadeh, Fatemezahra
    FRONTIERS IN EMERGENCY MEDICINE, 2024, 8 (02):
  • [5] Feature extractionand classification for human brain CT images
    Zhang, Wei-Li
    Wang, Xi-Zhao
    PROCEEDINGS OF 2007 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2007, : 1155 - 1159
  • [6] CT IN HEAD TRAUMA
    PEYSTER, RG
    HOOVER, ED
    JOURNAL OF TRAUMA-INJURY INFECTION AND CRITICAL CARE, 1982, 22 (01): : 25 - 38
  • [7] CT of head trauma
    Zee, CS
    Go, J
    NEUROIMAGING CLINICS OF NORTH AMERICA, 1998, 8 (03) : 525 - +
  • [8] CT IN HEAD TRAUMA
    GRUMME, T
    LANKSCH, W
    MEESE, W
    JOURNAL OF COMPUTER ASSISTED TOMOGRAPHY, 1978, 2 (02) : 240 - 240
  • [9] A fast and accurate brain extraction method for CT head images
    Dingyuan Hu
    Hongbin Liang
    Shiya Qu
    Chunyu Han
    Yuhang Jiang
    BMC Medical Imaging, 23
  • [10] A fast and accurate brain extraction method for CT head images
    Hu, Dingyuan
    Liang, Hongbin
    Qu, Shiya
    Han, Chunyu
    Jiang, Yuhang
    BMC MEDICAL IMAGING, 2023, 23 (01)