Cupping artifacts correction for polychromatic X-ray cone-beam computed tomography based on projection compensation and hardening behavior

被引:15
作者
Yang, Fuqiang [1 ,2 ]
Zhang, Dinghua [1 ,2 ]
Zhang, Hua [3 ]
Huang, Kuidong [1 ,2 ]
机构
[1] Northwestern Polytech Univ, Minist Ind & Informat Technol, Key Lab High Performance Mfg Aero Engine, Xian 710072, Peoples R China
[2] Northwestern Polytech Univ, Minist Educ, Engn Res Ctr Adv Mfg Technol Aero Engine, Xian 710072, Peoples R China
[3] Northwestern Polytech Univ, Sch Mech Engn, Xian 710072, Peoples R China
基金
中国国家自然科学基金; 中国博士后科学基金;
关键词
Cupping artifacts; Polychromatic; Cone-beam computed tomography; Hardening behavior; CT; REDUCTION; ENERGY;
D O I
10.1016/j.bspc.2019.101823
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Based on the beam hardening behavior of polychromatic X-ray, the aim of this paper is to address and test an improved experimental and theoretical investigations of the distorted polychromatic projection data to generate high qualified imaging by reducing the cupping artifacts and noise in Cone-Beam computed tomography (CBCT). Since the hardening information has a large relationship with the span that the ray passing through the object, a method of obtaining the lengths that the ray across the binary image is proposed. As the knowledge, a new weighted and compensated correction model is constructed to primarily eliminate cupping artifacts. Finally, studies on polychromatic projection are verified by using pieces on CBCT system. Study results show effective suppression of cupping artifacts of polychromatic projection. For experimental, the root mean square error (RMSE) of the proposed method is reduced by 31.6 %, peak signal to noise ratio (PSNR), and universal quality index (UQI) are increased by 16.8 % and 12.8 % for phantom #Bushing, respectively; which also indicate better uniformity of the results for phantom #Wheel, where the RMSE is reduced by 30.6 %, PSNR and UQJ were increased by 19.4 % and 15.9 %, respectively. The proposed algorithm is anticipated to find its utility in industrial nondestructive testing wherein the image reconstruction for the complex geometry and high energy X-ray imaging. (C) 2019 Elsevier Ltd. All rights reserved.
引用
收藏
页数:11
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