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基于投影融合的多层球壳双能CT算法研究

夏惊涛 盛亮 黑东炜 唐波 陈俊 魏福利 马戈 罗剑辉

夏惊涛, 盛亮, 黑东炜, 等. 基于投影融合的多层球壳双能CT算法研究[J]. 强激光与粒子束, 2023, 35: 104006. doi: 10.11884/HPLPB202335.230132
引用本文: 夏惊涛, 盛亮, 黑东炜, 等. 基于投影融合的多层球壳双能CT算法研究[J]. 强激光与粒子束, 2023, 35: 104006. doi: 10.11884/HPLPB202335.230132
Xia Jingtao, Sheng Liang, Hei Dongwei, et al. Research of reconstruction algorithm based on projection data fuse for dual energy CT of multilayer spherical shell[J]. High Power Laser and Particle Beams, 2023, 35: 104006. doi: 10.11884/HPLPB202335.230132
Citation: Xia Jingtao, Sheng Liang, Hei Dongwei, et al. Research of reconstruction algorithm based on projection data fuse for dual energy CT of multilayer spherical shell[J]. High Power Laser and Particle Beams, 2023, 35: 104006. doi: 10.11884/HPLPB202335.230132

基于投影融合的多层球壳双能CT算法研究

doi: 10.11884/HPLPB202335.230132
详细信息
    作者简介:

    夏惊涛,1981xjt2004@163.com

  • 中图分类号: TP391.7

Research of reconstruction algorithm based on projection data fuse for dual energy CT of multilayer spherical shell

  • 摘要: 对高密度差多层球壳结构件进行双能CT检测,需要研究同时基于高低能射线两套投影数据的图像重建方法。先分别重建再进行图像融合的方法,不能充分利用两种能量射线投影的互补信息,重建图像质量不高。针对高密度差多层球壳结构特征,通过设计限定投影扫描方式获取区域分布明确的高、低能射线投影正弦图,基于正弦图区域分割重组和交集数据等值化一致性处理实现双能投影数据融合,在此基础上完成图像重建。根据以上设计归纳出基于投影融合的多层球壳双能CT重建算法,仿真结果表明算法可行,且重建结果明显好于基于图像融合的方法。
  • 图  1  双能CT基本流程

    Figure  1.  Basic flow chart of dual energy CT system

    图  2  基于先重建再融合过程的双能CT图像重建仿真

    Figure  2.  Simulation of dual energy CT reconstruction with the flow of reconstructed at first and then fused based on images

    (a)sectional model of multilayer spherical shell;(b)simulant projection sinogram of low energy X-ray;(c)high energy X-ray projection;(d)reconstructed image with FBP for low energy projection;(e)reconstructed image for high energy projection;(f)final image

    图  3  限定扫描方式下的投影正弦图空间分布特征

    Figure  3.  Regional distribution of projection sinogram based on appointed scanning mode

    图  4  投影正弦图区域分割重组及FBP重建

    Figure  4.  Image reconstruction based on combined projection without consistency process

    (a)simulant high energy X-ray projection;(b) low energy projection; (c)projection directly pieced together by area;(d) reconstructed image with FBP

    图  5  基于投影融合的双能CT图像重建算法流程

    Figure  5.  Flow chart of image reconstruction based on projection data fuse

    图  6  基于投影融合算法的双能CT图像重建仿真

    Figure  6.  Simulation of dual energy CT image reconstruction based on projection data fuse

    (a) low energy projection;(b) high energy projection;(c) fused projection;(d) reconstructed image

  • [1] 夏惊涛, 王群书, 马继明, 等. 高密度差多层球壳双能CT图像重建方法[J]. 强激光与粒子束, 2015, 27:044002 doi: 10.11884/HPLPB201527.044002

    Xia Jingtao, Wang Qunshu, Ma Jiming, et al. Image reconstruction method of dual energy CT for multilayer spherical shell with great density difference[J]. High Power Laser and Particle Beams, 2015, 27: 044002 doi: 10.11884/HPLPB201527.044002
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    Zhang Chaozong, Guo Zhiping, Zhang Peng, et al. The technology and principle of industrial CT[M]. Beijing: Science Press, 2009
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    [6] 夏惊涛, 王群书, 马继明, 等. 多层球壳构件FBP重建差异化滤波设计与仿真[J]. 系统仿真学报, 2016, 28(12):3061-3065,3072

    Xia Jingtao, Wang Qunshu, Ma Jiming, et al. Design and simulation of regional differently filtering method of FBP algorithm for multilayer spherical shell[J]. Journal of System Simulation, 2016, 28(12): 3061-3065,3072
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    Duan Liming, Qiu Meng, Wu Zhaoming. Development of industrial CT image pre-processing system for reverse engineering[J]. High Power Laser and Particle Beams, 2008, 20(4): 666-670
    [10] 夏惊涛, 王群书, 李斌康, 等. 多层球状物角度稀疏投影CT重建仿真研究[J]. CT理论与应用研究, 2014, 23(2):249-256

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    Fang Liyong, Bai Jinping, Li Hui, et al. Design of contour extraction and optimization system of industrial computed tomography images[J]. High Power Laser and Particle Beams, 2012, 24(9): 2207-2211 doi: 10.3788/HPLPB20122409.2207
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  • 被引次数: 0
出版历程
  • 收稿日期:  2023-05-15
  • 修回日期:  2023-08-10
  • 录用日期:  2023-05-22
  • 网络出版日期:  2023-08-18
  • 刊出日期:  2023-10-08

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