期刊文献+

X-ray image distortion correction based on SVR

基于支持向量回归机的X射线图像畸变校正研究(英文)
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摘要 X-ray image has been widely used in many fields such as medical diagnosis,industrial inspection,and so on.Unfortunately,due to the physical characteristics of X-ray and imaging system,distortion of the projected image will happen,which restrict the application of X-ray image,especially in high accuracy fields.Distortion correction can be performed using algorithms that can be classified as global or local according to the method used,both having specific advantages and disadvantages.In this paper,a new global method based on support vector regression(SVR)machine for distortion correction is proposed.In order to test the presented method,a calibration phantom is specially designed for this purpose.A comparison of the proposed method with the traditional global distortion correction techniques is performed.The experimental results show that the proposed correction method performs better than the traditional global one.
出处 《Journal of Measurement Science and Instrumentation》 CAS CSCD 2015年第3期302-306,共5页 测试科学与仪器(英文版)
基金 National Natural Science Foundation of China(No.61305118)
关键词 X-ray image distortion correction support vector regression machine X-射线图像 畸变校正 支持向量回归机
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  • 1张寅飞,安鲁陵,神会存.散乱测量数据多层次B样条逼近曲面拟合算法[J].机械制造与自动化,2005,34(2):14-16. 被引量:3
  • 2CERVERI P, FORLANI C. Distortion correction for X-ray image intensifiers:polynomials and RBF neural network[J]. Medieal Physics, 2002, 29(8) :1759-1771.
  • 3GRONENSCHILD E. Correction for geometric image distortion in the X-ray imaging chain: Local technique versus global technique[J]. Medical Physics, 1999, 26(12): 2602-2616.
  • 4LIU R R, RUDIN S, BEDNAREK D R. Super-global distortion correction for a rotational C-arm x-ray image intensifier [J]. Medical Physics, 1999, 26(9): 1802-1810.
  • 5HOFSTETTER R, SLOMCZYKOWSKI M, SATI M. Fluoroscopy as an imaging means for computer-assisted surgical navlgation[J]. Computer Aided Surgery, 1999, 4(2) :65-76.
  • 6LIVYATAN H, YANIV Z, JOSKOWICZ L. Robust automatic C-arm calibration for fluoroscopy-based navigation: A practical approach[C]. London: Proceedings of the 5th International Conference on Medical Image Computing and Computer-Assisted Intervention-Part II Lon UK 2002:60-68.
  • 7YANIV Z, JOSKOWICZ L, SIMKIN A, et al. Fluoroscopic image processing for computer-aided orthopaedic surgery[C]. Boston: Conf. on Medical Computing and Computer-Assisted Intervention, 1998:325-334.
  • 8SOIMU D, BADEA C, PALLIKARAKIS N. A novel approach for distortion correction for X-ray image intensifiers [J]. Computerized Medical Imaging and Graphics, 2003, 27: 79-85.
  • 9FANTOZZI S, CAPPELLO A, LEARDINI A. A global method based on thin-plate splines for correction of geometric distortion, An application to fluoroscopic images [J]. Med Phys, 2003, 30(2) :124-131.
  • 10KOMARGODSKI Z, LEVIN D, Hermite type moving-leastsquares approximations[J]. Comput. Math. Appl, 2006, 51 (4):1223-1232.

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