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Article type: Research Article
Authors: Ghani, Muhammad Usman | Makeev, Andrey | Manus, Joseph A. | Glick, Stephen J. | Ghammraoui, Bahaa; *
Affiliations: Division of Imaging, Diagnostics and Software Reliability, Office of Science and Engineering Laboratories, Center for Devices and Radiological Health, United States Food and Drug Administration, Silver Spring, MD, USA
Correspondence: [*] Corresponding author: Bahaa Ghammraoui, Ph.D. Senior Staff Fellow, Division of Imaging, Diagnostics and Software Reliability, Office of Science and Engineering Laboratories, Center for Devices and Radiological Health, United States Food and Drug Administration, Silver Spring, MD 20993, USA. Tel.: +1 301 796 3002; E-mail: bahaa.ghammraoui@fda.hhs.gov.
Abstract: BACKGROUND:Geometric calibration is essential in developing a reliable computed tomography (CT) system. It involves estimating the geometry under which the angular projections are acquired. Geometric calibration of cone beam CTs employing small area detectors, such as currently available photon counting detectors (PCDs), is challenging when using traditional-based methods due to detectors’ limited areas. OBJECTIVE:This study presented an empirical method for the geometric calibration of small area PCD-based cone beam CT systems. METHODS:Unlike the traditional methods, we developed an iterative optimization procedure to determine geometric parameters using the reconstructed images of small metal ball bearings (BBs) embedded in a custom-built phantom. An objective function incorporating the sphericities and symmetries of the embedded BBs was defined to assess performance of the reconstruction algorithm with the given initial estimated set of geometric parameters. The optimal parameter values were those which minimized the objective function. The TIGRE toolbox was employed for fast tomographic reconstruction. To evaluate the proposed method, computer simulations were carried out using various numbers of spheres placed in various locations. Furthermore, efficacy of the method was experimentally assessed using a custom-made benchtop PCD-based cone beam CT. RESULTS:Computer simulations validated the accuracy and reproducibility of the proposed method. The precise estimation of the geometric parameters of the benchtop revealed high-quality imaging in CT reconstruction of a breast phantom. Within the phantom, the cylindrical holes, fibers, and speck groups were imaged in high fidelity. The CNR analysis further revealed the quantitative improvements of the reconstruction performed with the estimated parameters using the proposed method. CONCLUSION:Apart from the computational cost, we concluded that the method was easy to implement and robust.
Keywords: Geometric calibration, sphericity, symmetry, photon counting detectors, cone beam CTs
DOI: 10.3233/XST-230007
Journal: Journal of X-Ray Science and Technology, vol. 31, no. 5, pp. 865-877, 2023
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