Computer aided long bone fracture detection

被引:0
作者
Donnelley, M [1 ]
Knowles, G [1 ]
机构
[1] Flinders Univ S Australia, Sch Informat & Engn, Embedded Syst Lab, Adelaide, SA 5001, Australia
来源
ISSPA 2005: The 8th International Symposium on Signal Processing and its Applications, Vols 1 and 2, Proceedings | 2005年
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We have developed a method of automatically detecting fractures in long bones. While bone fractures are a relatively common occurence, their presence can often be missed during x-ray diagnosis, resulting in ineffective patient management. Detection of fractures in long bones is an important orthopaedic and radiologic problem, so we propose a computer aided detection system to help reduce the miss rate. Our fracture detection algorithm consists of a number of steps. The first is extraction of edges from the x-ray image using a non-linear anisotropic diffusion method - the affine morphological scale space - that smoothes the image without losing critical information about the boundary locations within the image. The second is a modified Hough transform with automatic peak detection, which is used to determine parameters for the straight lines that best approximate the edges of the long bones. A composite of the magnitude and direction of the gradient is then created using the calculated line parameters. This allows abnormal regions, including fractures, to be highlighted. Experiments on a library of images show that this method consistently detects mid-shaft long bone fractures.
引用
收藏
页码:175 / 178
页数:4
相关论文
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