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CT投影采样策略对重建质量影响综述
引用本文:杨富强,张定华,黄魁东,高宗照,廖金明.CT投影采样策略对重建质量影响综述[J].软件学报,2018,29(7):2133-2151.
作者姓名:杨富强  张定华  黄魁东  高宗照  廖金明
作者单位:西北工业大学现代设计与集成制造技术教育部重点实验室, 西安, 710072,西北工业大学现代设计与集成制造技术教育部重点实验室, 西安, 710072,西北工业大学现代设计与集成制造技术教育部重点实验室, 西安, 710072,西北工业大学现代设计与集成制造技术教育部重点实验室, 西安, 710072,西北工业大学现代设计与集成制造技术教育部重点实验室, 西安, 710072
基金项目:国家自然科学基金(51675437,51605389),陕西省自然科学基础研究计划(2016JM5003),西北工业大学研究生创意创新种子基金(Z2017017)
摘    要:针对计算机断层成像(Computed Tomography,CT)中投影数据与图像重建关系,综述了CT在投影策略方面对重建质量的影响.对不同采样策略获取的不完全投影数据,应用迭代类算法对投影数据进行重建,研究了均匀采样和非均匀采样情况下不同数据结构对重建图像质量的影响.对仿真数据和实际数据重建结果进行分析,同时对不同策略下的投影数据结合其数据分布特点探讨了重建质量优劣的原因.论文可以为CT重建领域的研究工作者提供全面的采样方法梳理和总结,为当前不完全投影数据获取方式对应的算法改进提供思路,最后对当前研究重点和未来发展进行了展望.

关 键 词:CT  投影策略  不完全投影数据  重建  图像质量
收稿时间:2015/10/9 0:00:00
修稿时间:2017/4/11 0:00:00

Review of the Effect of Computed Tomography Projection Sampling Strategy on Reconstruction Quality
YANG Fu-Qiang,ZHANG Ding-Hu,HUANG Kui-Dong,GAO Zong-Zhao and LIAO Jin-Ming.Review of the Effect of Computed Tomography Projection Sampling Strategy on Reconstruction Quality[J].Journal of Software,2018,29(7):2133-2151.
Authors:YANG Fu-Qiang  ZHANG Ding-Hu  HUANG Kui-Dong  GAO Zong-Zhao and LIAO Jin-Ming
Affiliation:Key Laboratory of Contemporary Design and Integrated Manufacturing Technology, Ministry of Education, Northwestern Polytechnical University, Xi''an 710072, China,Key Laboratory of Contemporary Design and Integrated Manufacturing Technology, Ministry of Education, Northwestern Polytechnical University, Xi''an 710072, China,Key Laboratory of Contemporary Design and Integrated Manufacturing Technology, Ministry of Education, Northwestern Polytechnical University, Xi''an 710072, China,Key Laboratory of Contemporary Design and Integrated Manufacturing Technology, Ministry of Education, Northwestern Polytechnical University, Xi''an 710072, China and Key Laboratory of Contemporary Design and Integrated Manufacturing Technology, Ministry of Education, Northwestern Polytechnical University, Xi''an 710072, China
Abstract:Computed tomography (CT) is an imaging technique which produces cross sectional map of object from its projections. Image reconstruction algorithms require collection of projections covering the whole measurement range. Incomplete projection is still a hot research topic. This paper reviews the relationship between projection data and image reconstruction in computed tomography (CT), and summarizes the effect of computed tomography on reconstruction quality. For the incomplete projection data acquired by different sampling strategies, the iterative algorithm was used to reconstruct the projection data. The effects of different data structures on the reconstructed image quality under uniform sampling and non-uniform sampling were studied, and the results were compared and analyzed. Meanwhile, the reasons of the reconstruction quality of the pros and cons are discussed combined with the projection data distribution with different strategies. This paper can provide a comprehensive sampling method for researchers in the field of CT reconstruction, and provide some ideas for the improvement of the corresponding algorithm for incomplete projection data. Furthermore, it also points out current focus of the study and research direction in future.
Keywords:sampling strategy  incomplete projection data  reconstruction  image quality
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