Successive iterative restoration applied to streak artifact reduction in X-ray CT image of dento-alveolar region

被引:10
|
作者
Dong, Jian [1 ]
Kondo, Atsushi [1 ]
Abe, Kosuke [1 ]
Hayakawa, Yoshihiko [1 ]
机构
[1] Kitami Inst Technol, Fac Engn, Dept Comp Sci, Kitami, Hokkaido 0908507, Japan
关键词
X-ray CT image; Iterative restoration; Streak artifact reduction; Dento-alveolar imaging; Maxillofacial imaging; COMPUTED-TOMOGRAPHY; QUANTITATIVE ASSESSMENT; METAL; ALGORITHM; IMPLANTS; NECK; HEAD;
D O I
10.1007/s11548-010-0544-2
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Purpose X-ray computed tomography (CT) images in the dento-alveolar region are sometimes rendered unusable for diagnostic purposes due to the appearance of streak artifacts. The purpose of the study is to reduce streak artifacts appeared on dental and maxillofacial X-ray CT images by the application of modified iterative restoration method. Methods We took advantage of the aspect that adjacent CT images often depict very similar anatomical structures within the resulting collection of thin-slice images. CT images having streak artifacts were processed using the projection data of adjacent CT images. A modified iterative correction, the maximum likelihood-expectation maximization (ML-EM) reconstruction algorithm, was employed to reduce the streak artifact caused by metallic materials in the oral cavity. It approximates between the processed image and the original projection data. First, the projection data of an intact image were obtained, and then, the next image that had streak artifacts was processed. The projection data of the processed image were obtained, and the ML-EM method was applied to the next image again. Then, the successive iterative restoration was carried out. Results Twelve adjacent images were processed. Each iterative restoration was carried out fifty times. Streak artifacts were observed on processed images at the initial stage, but some of them either suppressed or disappeared as the iteration progressed. Conclusions The modified ML-EM method was effective to reduce streak artifacts in X-ray CT images in dento-alveolar region.
引用
收藏
页码:635 / 640
页数:6
相关论文
共 50 条
  • [31] An irregular metal trace inpainting network for x-ray CT metal artifact reduction
    Peng, Chengtao
    Li, Bin
    Li, Ming
    Wang, Hongxiao
    Zhao, Zhuo
    Qiu, Bensheng
    Chen, Danny Z.
    MEDICAL PHYSICS, 2020, 47 (09) : 4087 - 4100
  • [32] Metal Artifact Reduction in Spectral X-ray CT Using Spectral Deep Learning
    Busi, Matteo
    Kehl, Christian
    Frisvad, Jeppe R.
    Olsen, Ulrik L.
    JOURNAL OF IMAGING, 2022, 8 (03)
  • [33] CLIMAR: classified linear interpolation based metal artifact reduction for severe metal artifact reduction in x-ray CT imaging
    Yoon, Huisu
    Lee, Kyoung-Yong
    Bechwati, Ibrahim
    PHYSICS IN MEDICINE AND BIOLOGY, 2021, 66 (07):
  • [34] Image representation using mollified pixels for iterative reconstruction in x-ray CT
    Noo, F.
    Schmitt, K.
    Stierstorfer, K.
    Schoendube, H.
    2012 IEEE NUCLEAR SCIENCE SYMPOSIUM AND MEDICAL IMAGING CONFERENCE RECORD (NSS/MIC), 2012, : 3453 - 3455
  • [35] Image Restoration of Phase Contrast Nano Scale X-ray CT Images
    Kumar, Arjun
    Mandal, Pratiti
    Zhang, Yongjie Jessica
    Litster, Shawn
    Computational Modeling of Objects Presented in Images: Fundamentals, Methods, and Applications, 2014, 8641 : 280 - 285
  • [36] Dynamic re-weighted total variation technique and statistic iterative reconstruction method for x-ray CT metal artifact reduction
    Peng, Chengtao
    Qiu, Bensheng
    Zhang, Cheng
    Ma, Changyu
    Yuan, Gang
    Li, Ming
    NINTH INTERNATIONAL CONFERENCE ON DIGITAL IMAGE PROCESSING (ICDIP 2017), 2017, 10420
  • [37] Iterative metal artifact reduction for x-ray computed tomography using unmatched projector/backprojector pairs
    Zhang, Hanming
    Wang, Linyuan
    Li, Lei
    Cai, Ailong
    Hu, Guoen
    Yan, Bin
    MEDICAL PHYSICS, 2016, 43 (06) : 3019 - 3033
  • [38] Reconstruction Artifact Reduction in X-Ray Cone Beam CT Using a Treatment Couch Model
    Lasio, G.
    Hu, E.
    Zhou, J.
    Lee, M.
    Yi, B.
    MEDICAL PHYSICS, 2015, 42 (06) : 3201 - 3201
  • [39] Metal Artifact Reduction Algorithm for X-Ray CT Using a Three-Pass Approach
    Mazin, S.
    Pelc, N.
    MEDICAL PHYSICS, 2009, 36 (06)
  • [40] Metal Artifact Reduction for Polychromatic X-ray CT Based on a Beam-Hardening Corrector
    Park, Hyoung Suk
    Hwang, Dosik
    Seo, Jin Keun
    IEEE TRANSACTIONS ON MEDICAL IMAGING, 2016, 35 (02) : 480 - 487