Algorithm for x-ray beam hardening and scatter correction in low-dose cone-beam CT: phantom studies

X-ray scatter poses a significant limitation to image quality in cone-beam CT (CBCT), as well as beam hardening, resulting in image artifacts, contrast reduction, and lack of CT number accuracy. Meanwhile the x-ray radiation dose is also non-ignorable. Considerable scatter or beam hardening correction methods have been developed, independently, and rarely combined with low-dose CT reconstruction. In this paper, we combine scatter suppression with beam hardening correction for sparse-view CT reconstruction to improve CT image quality and reduce CT radiation. Firstly, scatter was measured, estimated, and removed using measurement-based methods, assuming that signal in the lead blocker shadow is only attributable to x-ray scatter. Secondly, beam hardening was modeled by estimating an equivalent attenuation coefficient at the effective energy, which was integrated into the forward projector of the algebraic reconstruction technique (ART). Finally, the compressed sensing (CS) iterative reconstruction is carried out for sparse-view CT reconstruction to reduce the CT radiation. Preliminary Monte Carlo simulated experiments indicate that with only about 25% of conventional dose, our method reduces the magnitude of cupping artifact by a factor of 6.1, increases the contrast by a factor of 1.4 and the CNR by a factor of 15. The proposed method could provide good reconstructed image from a few view projections, with effective suppression of artifacts caused by scatter and beam hardening, as well as reducing the radiation dose. With this proposed framework and modeling, it may provide a new way for low-dose CT imaging.

[1]  P M Joseph,et al.  The effects of scatter in x-ray computed tomography. , 1982, Medical physics.

[2]  Peng Gao,et al.  Beam hardening correction for sparse-view CT reconstruction , 2015, Medical Imaging.

[3]  Charles W. Coffey,et al.  Radiation dose from kilovoltage cone beam computed tomography in an image-guided radiotherapy procedure. , 2009, International journal of radiation oncology, biology, physics.

[4]  J. Dinten,et al.  A new method for x-ray scatter correction: first assessment on a cone-beam CT experimental setup , 2007, Physics in medicine and biology.

[5]  Lei Zhu,et al.  Low-Dose and Scatter-Free Cone-Beam CT Imaging Using a Stationary Beam Blocker in a Single Scan: Phantom Studies , 2013, Comput. Math. Methods Medicine.

[6]  T. Zhu Overview of X-ray Scatter in Cone-beam Computed Tomography and Its Correction Methods , 2010 .

[7]  E. Sidky,et al.  Image reconstruction in circular cone-beam computed tomography by constrained, total-variation minimization , 2008, Physics in medicine and biology.

[8]  A. Farman,et al.  What is cone-beam CT and how does it work? , 2008, Dental clinics of North America.

[9]  Ruola Ning,et al.  X-ray scatter correction algorithm for cone beam CT imaging. , 2004, Medical physics.

[10]  Gary H. Glover,et al.  Compton scatter effects in CT reconstructions , 1982 .

[11]  Jie Tang,et al.  Prior image constrained compressed sensing (PICCS): a method to accurately reconstruct dynamic CT images from highly undersampled projection data sets. , 2008, Medical physics.

[12]  Manuel Dierick,et al.  A novel beam hardening correction method requiring no prior knowledge, incorporated in an iterative reconstruction algorithm , 2012 .

[13]  Klaus Klingenbeck,et al.  A general framework and review of scatter correction methods in x-ray cone-beam computerized tomography. Part 1: Scatter compensation approaches. , 2011, Medical physics.

[14]  Klaus Klingenbeck,et al.  Erratum: "A general framework and review of scatter correction methods in x-ray cone beam CT. Part 1: Scatter Compensation Approaches" [Med. Phys. 38(7), 4296-4311 (2011)]. , 2011, Medical physics.

[15]  Emmanuel J. Candès,et al.  Robust uncertainty principles: exact signal reconstruction from highly incomplete frequency information , 2004, IEEE Transactions on Information Theory.

[16]  Nelson Lam,et al.  Radiation dose from cone beam computed tomography for image-guided radiation therapy. , 2008, International Journal of Radiation Oncology, Biology, Physics.

[17]  D. Jaffray,et al.  Cone-beam computed tomography with a flat-panel imager: magnitude and effects of x-ray scatter. , 2001, Medical physics.

[18]  L. Tanoue Computed Tomography — An Increasing Source of Radiation Exposure , 2009 .