title: A sparsity-based iterative algorithm for reconstruction of micro-CT images from highly undersampled projection datasets obtained with a synchrotron X-ray source.
abstract: Synchrotron X-ray Micro Computed Tomography (Micro-CT) is an imaging technique which is increasingly used for non-invasive in vivo preclinical imaging. However, it often requires a large number of projections from many different angles to reconstruct high-quality images leading to significantly high radiation doses and long scan times. To utilize this imaging technique further for in vivo imaging, we need to design reconstruction algorithms that reduce the radiation dose and scan time without reduction of reconstructed image quality. This research is focused on using a combination of gradient-based Douglas-Rachford splitting and discrete wavelet packet shrinkage image denoising methods to design an algorithm for reconstruction of large-scale reduced-view synchrotron Micro-CT images with acceptable quality metrics. These quality metrics are computed by comparing the reconstructed images with a high-dose reference image reconstructed from 1800 equally spaced projections spanning 180°. Visual and quantitative-based performance assessment of a synthetic head phantom and a femoral cortical bone sample imaged in the biomedical imaging and therapy bending magnet beamline at the Canadian Light Source demonstrates that the proposed algorithm is superior to the existing reconstruction algorithms. Using the proposed reconstruction algorithm to reduce the number of projections in synchrotron Micro-CT is an effective way to reduce the overall radiation dose and scan time which improves in vivo imaging protocols.
authors.affiliation: Department of Electrical and Computer Engineering, University of Saskatchewan, Saskatoon, Saskatchewan S7N5A9, Canada.
authors.forename: S Ali
authors.initials: SA
authors.lastname: Melli
authors.affiliation: Department of Electrical and Computer Engineering, University of Saskatchewan, Saskatoon, Saskatchewan S7N5A9, Canada.
authors.forename: Khan A
authors.initials: KA
authors.lastname: Wahid
authors.affiliation: Department of Medical Imaging, Royal University Hospital, University of Saskatchewan, Saskatoon, Saskatchewan S7N 0W8, Canada.
authors.forename: Paul
authors.initials: P
authors.lastname: Babyn
authors.affiliation: Department of Anatomy and Cell Biology, College of Medicine, University of Saskatchewan, Saskatoon, Saskatchewan S7N 5E5, Canada.
authors.forename: David M L
authors.initials: DM
authors.lastname: Cooper
authors.affiliation: Department of Electronics and Communication Engineering, Government Engineering College Wayanad, Mananthavady, India.
authors.forename: Varun P
authors.initials: VP
authors.lastname: Gopi