3D forward and back-projection for X-ray CT using separable footprints.
basic_science · Level V
Where this comes from
- Record sourced from PubMed, PMID 20529732.
- Also identified by DOI 10.1109/TMI.2010.2050898 and PMC identifier 2993760.
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Abstract
Iterative methods for 3D image reconstruction have the potential to improve image quality over conventional filtered back projection (FBP) in X-ray computed tomography (CT). However, the computation burden of 3D cone-beam forward and back-projectors is one of the greatest challenges facing practical adoption of iterative methods for X-ray CT. Moreover, projector accuracy is also important for iterative methods. This paper describes two new separable footprint (SF) projector methods that approximate the voxel footprint functions as 2D separable functions. Because of the separability of these footprint functions, calculating their integrals over a detector cell is greatly simplified and can be implemented efficiently. The SF-TR projector uses trapezoid functions in the transaxial direction and rectangular functions in the axial direction, whereas the SF-TT projector uses trapezoid functions in both directions. Simulations and experiments showed that both SF projector methods are more accurate than the distance-driven (DD) projector, which is a current state-of-the-art method in the field. The SF-TT projector is more accurate than the SF-TR projector for rays associated with large cone angles. The SF-TR projector has similar computation speed with the DD projector and the SF-TT projector is about two times slower.
Medical subject headings
- Algorithms
- Artificial Intelligence
- Imaging, Three-Dimensional
- Pattern Recognition, Automated
- Radiographic Image Interpretation, Computer-Assisted
- Tomography, X-Ray Computed