期刊文献+

一种实用的基于GPU的Katsevich算法的实现(英文)

A practical GPU-based implementation of the Katsevich algorithm
下载PDF
导出
摘要 Katseivch算法是精确地解决锥束螺旋CT"长物体"问题的滤波反投影(FBP)形式的CT重建算法,不过它依然是非常耗时的,实际应用中必须考虑如何加速的问题。本文给出了一个使用通用显卡(GPU)对该算法进行并行加速的方法。同已有的方法相比较,几乎所有的计算都在GPU上完成,并且重建时所使用的积分范围是由PI线决定的,并且给出了算法所需要的精确地显存大小,IO次数也被最大可能地降低。本文使用了标准数值模型对方法的速度、准确性和稳定性进行了验证。 The Katsevich algorithm is an exact reconstruction method with the type of filtered back projection (FBP). However, it is very time-consuming and parallel implementation has to be considered for practical use. Here we use graphics processing unit (GPU) to accelerate the algorithm. Compared with existing methods, we carry out all the calculations in GPU and uses PI line to determine the integration range. We also proposed an exact expression for the memory to be allocated in GPU. Furthermore, (IO) times are reduced to as low as possible. Simulations are used to show our method' s speed, precision and stability.
出处 《中国体视学与图像分析》 2011年第4期355-359,共5页 Chinese Journal of Stereology and Image Analysis
基金 supported in part by the grants from NNSFC 10905030 Beijing Natural Science Foundation (Research on key techniques of medical conebeam CT reconstruction from little data based on com-pressed sensing theory)~~
关键词 锥束CT 重建 Katsevich GPU 加速 Cone-beam CT reconstruction Katsevich algorithm graphics processing unit, GPU Ac-celeration
  • 相关文献

参考文献6

  • 1Holdsworth D W,Thornton M M. Micro-CT in small animal and specimen imaging[J]. Trends in Biotechnology, 2002,20( 8) : S34 - S39. 被引量:1
  • 2Katsevich A. Improved exact FBP algorithm for spiral CT [J]. Advance in Applied Mathematics,2004,32: 681 697. 被引量:1
  • 3Noo F,Pack J,Heuscher D. Exact helical reconstruction using native cone - beam geometries[J]. Physics in Medicine and Biology,2003,48( 23) : 3787 - 3818. 被引量:1
  • 4Yu H,Wang G. Studies on implementation of the Katsevich algorithm for spiral cone - beam CT[J]. Journal of X - Ray Science and Technology,2004,12( 2) : 97 - 116. 被引量:1
  • 5Deng J,Yu H,Ni J,et al. A parallel implementation of the Katsevich algorithm for 3 - D CT image reconstruction [J]. Journal of Supercomputing,2006,38( 1) : 35 -47. 被引量:1
  • 6Yan G,Tian J,Zhu S,et al. Fast Katsevich algorithm based on GPU for helical cone - beam computed tomography[J]. IEEE Transactions on Information Technology in Biomedicine,2010,14( 4) : 1053 - 1061. 被引量:1

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部