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
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