Removing grid artifacts from a two-dimensional crisscrossed grid in cone-beam computed tomography to enhance image quality

被引:0
作者
Jeon, Duhee [1 ]
Kim, Woosung [1 ]
Cho, Hyosung [1 ]
Park, Myeongkyu [1 ,2 ]
机构
[1] Yonsei Univ, Dept Radiat Convergence Engn, 1 Yonseidae Gil, Wonju 26493, South Korea
[2] JPI Healthcare Co, R&D Ctr, Seonggok Ro 22, Ansan 15424, South Korea
关键词
Computerized Tomography (CT) and Computed Radiography (CR); Data processing methods; Image reconstruction in medical imaging; Medical-image reconstruction methods and algorithms; computer-aided software;
D O I
10.1088/1748-0221/19/03/C03037
中图分类号
TH7 [仪器、仪表];
学科分类号
0804 ; 080401 ; 081102 ;
摘要
One-dimensional linear X-ray grids are typically used in clinical practice to reduce the number of scattered X-rays reaching the detector surface, thus improving image contrast in radiography. However, such grids can only remove scattered X-rays in one direction. Additionally, the primary challenge in using X-ray grids in digital radiography is the presence of grid artifacts, such as grid strip shadows and moire, which can reduce image quality. To overcome these difficulties, in this study, we developed a prototype two-dimensional (2D) crisscrossed grid with a strip density of 1.724 lines/mm by adopting a high -precision sawing process to further improve its scatter radiation removal ability and implemented it in a cone -beam computed tomography (CBCT) system to enhance image quality. We propose a new software -based method called the grid artifact reduction (GAR) algorithm to efficiently eliminate grid artifacts of a 2D grid in CBCT. The GAR algorithm involves three main steps: 1) preprocessing for flat -field compensation, 2) postprocessing for GAR, and 3) CBCT reconstruction. To verify the efficacy of the proposed approach, we conducted an experiment on a CT quality control phantom (Pro -CT MK IITM) and quantitatively evaluated the CBCT image quality using the contrast -to -noise ratio (CNR) and Hounsfield unit (HU) accuracy error. The CNR value measured in the CBCT image obtained using the 2D grid and proposed GAR algorithm was 3.22, which is approximately 4.4 times of the value obtained without GAR. Furthermore, the corresponding HU accuracy error was 30.47, an improvement of approximately 1.3 times. These results indicate that the proposed approach is highly efficient in eliminating scattered X-rays, thereby improving the quality of CBCT images. Consequently, high -quality CBCT images were obtained using the proposed approach (i.e., using a 2D crisscrossed grid in CBCT and the proposed GAR algorithm).
引用
收藏
页数:10
相关论文
共 10 条
  • [1] Distributed optimization and statistical learning via the alternating direction method of multipliers
    Boyd S.
    Parikh N.
    Chu E.
    Peleato B.
    Eckstein J.
    [J]. Foundations and Trends in Machine Learning, 2010, 3 (01): : 1 - 122
  • [2] Grid line artifact formation: A comprehensive theory
    Gauntt, David M.
    Barnes, Gary T.
    [J]. MEDICAL PHYSICS, 2006, 33 (06) : 1668 - 1677
  • [3] Mixed-norm estimates for the M/EEG inverse problem using accelerated gradient methods
    Gramfort, Alexandre
    Kowalski, Matthieu
    Haemaelaeinen, Matti
    [J]. PHYSICS IN MEDICINE AND BIOLOGY, 2012, 57 (07) : 1937 - 1961
  • [4] Kawamura T., 2015, FUJIFILM RES DEV, V60, P21
  • [5] GRID ARTIFACT REDUCTION IN RADIOGRAPHY WITH arctan(1/2)-DEGREE ROTATED GRID
    Kim, Dong Sik
    Lee, Sanggyun
    [J]. 2010 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, 2010, : 1957 - 1960
  • [6] A study of grid artifacts formation and elimination in computed radiographic images
    Lin, Chih-Yang
    Lee, Wen-Jeng
    Chen, Shyh-Jye
    Tsai, Ching-Hwa
    Lee, Jei-Han
    Chang, Chia-Hung
    Ching, Yu-Tai
    [J]. JOURNAL OF DIGITAL IMAGING, 2006, 19 (04) : 351 - 361
  • [7] Potter Hollis E., 1921, Archives of Radiology and Electrotherapy, V25, P310
  • [8] The influence of antiscatter grids on soft-tissue detectability in cone-beam computed tomography with flat-panel detectors
    Siewerdsen, JH
    Moseley, DJ
    Bakhtiar, B
    Richard, S
    Jaffray, DA
    [J]. MEDICAL PHYSICS, 2004, 31 (12) : 3506 - 3520
  • [9] FILM DIGITIZATION ALIASING ARTIFACTS CAUSED BY GRID LINE PATTERNS
    WANG, J
    HUANG, HK
    [J]. IEEE TRANSACTIONS ON MEDICAL IMAGING, 1994, 13 (02) : 375 - 385
  • [10] Reduction of a grid moire pattern by integrating a carbon-interspaced high precision x-ray grid with a digital radiographic detector
    Yoon, Jai-Woong
    Park, Young-Guk
    Park, Chun-Joo
    Kim, Do-II
    Lee, Jin-Ho
    Chung, Nag-Kun
    Choe, Bo-Young
    Suh, Tae-Suk
    Lee, Hyoung-Koo
    [J]. MEDICAL PHYSICS, 2007, 34 (11) : 4092 - 4097