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Article type: Research Article
Authors: Zhang, Yuana | Zhang, Liyia; b | Sun, Yunshanb; *
Affiliations: [a] School of Electrical and Information Engineering, Tianjin University, Tianjin, China | [b] School of Information Engineering, Tianjin University of Commerce, Tianjin, China
Correspondence: [*] Corresponding author: Dr. Yunshan Sun, Ph.D., School of Information Engineering, Tianjin University of Commerce, Tianjin, China. Tel./Fax: +86 022 26675771; E-mail: [email protected].
Abstract: BACKGROUND:In computed tomography (CT), a patient motion would result in degraded spatial resolution and image artifacts. OBJECTIVE:To eliminate motion artifacts, this study presents a method to estimate the motion parameters from sinograms based on extended difference function. METHODS:Based on our previous work, we first divide the projection data into two parts according to view angles and take Radon transform. Then, we calculate the extended difference functions and search for the minimum points. The relative displacements can be determined by the minimum points, and the motion can be estimated by the relationships between the relative displacements and motion parameters. Finally, we introduce the estimated parameters into the reconstruction process to compensate for the motion effects. RESULTS:The simulation results show that the running times can reduce by about 30% than our previous work. In phantom experiments, the relative mean rotation excursion (RMRE) and relative mean translation excursion (RMTE) of the new method are lower than the conventional Helgason–Ludwig consistency condition (HLCC) based method and comparable to our previous work. Compare with the HLCC method, the root mean square error (RMSE) of the new method also reduces, while the Pearson correlation coefficient (CC) and mean structural similarity index (MSSIM) increase. CONCLUSIONS:The proposed new method yields the improved performance on accuracy of motion estimation with higher computational efficiency, and thus it can produce high-quality images.
Keywords: Computed Tomography (CT), extended difference function, fan-beam, motion estimation, motion artifacts
DOI: 10.3233/XST-180442
Journal: Journal of X-Ray Science and Technology, vol. 27, no. 2, pp. 273-285, 2019
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