“…Many hardware and software-based methods have been proposed with varying degrees of success, including 2D anti-scattering grid, scatter estimation through measurement and simulation, noncircular imaging orbit, synthetic CT and machine learning (Zhu et al 2009, Ruhrnschopf And and Klingenbeck 2011, Rührnschopf and Klingenbeck 2011, Tang et al 2018, Thummerer et al 2020, Fahrig et al 2021, Rusanov et al 2021, Hatamikia et al 2022. Recent studies have demonstrated that the performance of a CBCT can be improved significantly by replacing the single wide cone angle x-ray tube with multiple x-ray beams along the axial direction (Yin et al 2009, Becker et al 2020, Xu et al 2023a, 2023b. This multisource CBCT (ms-CBCT) design eliminates the root cause problem of the current CBCT, the large x-ray beam cone angle, by collimating the radiation from each source to only a narrow section of the object and using the multiple collimated beams to collectively cover the same field-of-view (FOV) as a conventional CBCT.…”