Metal artifacts reduction in CT images through Euler's elastica and curvature based sinogram inpainting

被引:0
|
作者
Gua, Jianwei [1 ]
Zhang, Li [1 ]
Yu, Guoqiang [1 ]
Xing, Yuxiang [1 ]
Chen, Zhiqiang [1 ]
机构
[1] Tsinghua Univ, Dept Engn Phys, Beijing 100084, Peoples R China
关键词
metal artifacts; x-ray computed tomography (CT); curvature; elastica; inpainting; interpolation;
D O I
10.1117/12650137
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Metal artifacts arise in CT images when X-rays traverse the high attenuating objects such as metal bodies. Portions of projection data become unavailable. In this paper, we present an Euler's elastica and curvature based sinogram inpainting (EECSI) algorithm for metal artifacts reduction, where "inpainting" is a synonym for "image interpolation". In EECSI, the unavailable data are regarded as occlusion and can be inpainted inside the inpainting domain based on elastica interpolants. Numerical simulations demonstrate that, compared to conventional interpolation methods, the algorithm proposed connects the unavailable projection region more smoothly and accurately, thus better reduces metal artifacts and more accurately reveals cross section structures, especially in the immediate neighborhood of the metallic objects.
引用
收藏
页数:8
相关论文
共 50 条
  • [41] Metal artifacts reduction in kV-CT images with polymetallic dentures and complex metals based on MV-CBCT images in radiotherapy
    Xiaochen Ni
    Zhonghua Shi
    Xinmao Song
    Tianci Tang
    Shengwei Li
    Zhenfeng Hou
    Wei Zhang
    Wei Fang Wang
    Fu Chen
    Ji Li
    Gang Yang
    Ruichen Li
    Xiaoshen Wang
    Scientific Reports, 13
  • [42] CT Metal Artifact Reduction Method Based on Improved Image Segmentation and Sinogram In-Painting
    Chen, Yang
    Li, Yinsheng
    Guo, Hong
    Hu, Yining
    Luo, Limin
    Yin, Xindao
    Gu, Jianping
    Toumoulin, Christine
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2012, 2012
  • [43] Evaluation of Surrogate Data Quality in Sinogram-Based CT Metal-Artifact Reduction
    Oehler, May
    Kratz, Baerbel
    Knopp, Tobias
    Mueller, Jan
    Buzug, Thorsten M.
    IMAGE RECONSTRUCTION FROM INCOMPLETE DATA V, 2008, 7076
  • [44] Reduction of metal artifacts in x-ray CT images using a convolutional neural network
    Zhang, Yanbo
    Chu, Ying
    Yu, Hengyong
    DEVELOPMENTS IN X-RAY TOMOGRAPHY XI, 2017, 10391
  • [45] Performance Comparison Study of Several Interpolation Methods on Streak Metal Artifacts Reduction of CT Images
    Wang, Dianhua
    Li, Yuanjin
    Zhang, Yudong
    Wang, Tao
    INTERNATIONAL JOURNAL ON ARTIFICIAL INTELLIGENCE TOOLS, 2021, 30 (06N08) : 6 - 8
  • [46] Reduction of Metal Artifacts from Hip Prostheses on CT Images of the Pelvis: Value of Iterative Reconstructions
    Morsbach, Fabian
    Bickelhaupt, Sebastian
    Wanner, Guido A.
    Krauss, Andreas
    Schmidt, Bernhard
    Alkadhi, Hatem
    RADIOLOGY, 2013, 268 (01) : 237 - 244
  • [47] A Novel Euler's Elastica-Based Segmentation Approach for Noisy Images Using the Progressive Hedging Algorithm
    Tan, Lu
    Li, Ling
    Liu, Wanquan
    Sun, Jie
    Zhang, Min
    JOURNAL OF MATHEMATICAL IMAGING AND VISION, 2020, 62 (01) : 98 - 119
  • [48] A Novel Euler’s Elastica-Based Segmentation Approach for Noisy Images Using the Progressive Hedging Algorithm
    Lu Tan
    Ling Li
    Wanquan Liu
    Jie Sun
    Min Zhang
    Journal of Mathematical Imaging and Vision, 2020, 62 : 98 - 119
  • [49] Clough-Tocher interpolation of virtual sinogram in a Delaunay triangulated grid for metal artifact reduction of PET/CT images
    Abdoli, M.
    de Long, J. R.
    Pruim, J.
    Dierckx, R. A. J. O.
    Zaidi, H.
    2011 IEEE NUCLEAR SCIENCE SYMPOSIUM AND MEDICAL IMAGING CONFERENCE (NSS/MIC), 2011, : 3197 - 3201
  • [50] Model-Based Iterative Reconstruction (MBIR) for the Reduction of Metal Artifacts on CT
    Boudabbous, Sana
    Arditi, Daniel
    Paulin, Emilie
    Syrogiannopoulou, Aphrodite
    Becker, Christoph
    Montet, Xavier
    AMERICAN JOURNAL OF ROENTGENOLOGY, 2015, 205 (02) : 380 - 385