JOURNAL ARTICLE

Efficient Algebraic Image Reconstruction Technique for Computed Tomography

R HannaM SutcliffePeter CharltonS Mosey

Year: 2022 Journal:   Insight - Non-Destructive Testing and Condition Monitoring Vol: 64 (6)Pages: 326-333   Publisher: British Institute of Non-Destructive Testing

Abstract

Industrial computed tomography (CT) has seen widespread adoption within certain areas of non-destructive testing (NDT), with many commercial systems capable of acquisition and reconstruction of cone-beam CT data. The majority of these systems utilise reconstruction algorithms based on the traditional filtered back-projection (FBP) methods, which are imperfect with respect to limited-angle cone-beam data. These techniques are also inherently restricted in the source trajectories that can be utilised due to the use of Fourier slice theorem. This restricts FBP-based techniques to a circular or helical trajectory. Iterative reconstruction algorithms provide a solution to these limitations as the volume reconstruction does not depend on the location or orientation of the source and detector, allowing the possibility of scanning trajectories that satisfy well-known CT data-sufficiency conditions. This paper proposes a method of reconstruction based on computationally efficient computer graphics algorithms with data collected from points in 3D space not restricted to a single circular trajectory, which is useful within NDT for automated robotic inspection. The algorithms developed allow for rapid processing of the algebraic reconstruction technique (ART) for use with X-ray transmission data for CT reconstruction. Experimental results are presented for reconstructions for circular trajectory and points on a sphere to demonstrate the suitability for NDT applications.

Keywords:
Iterative reconstruction Nondestructive testing Trajectory Projection (relational algebra) Tomography Computer vision Computer science Reconstruction algorithm Artificial intelligence Orientation (vector space) Algorithm Mathematics Optics Geometry Physics

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7
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1.37
FWCI (Field Weighted Citation Impact)
19
Refs
0.74
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Citation History

Topics

Medical Imaging Techniques and Applications
Health Sciences →  Medicine →  Radiology, Nuclear Medicine and Imaging
Advanced X-ray and CT Imaging
Physical Sciences →  Engineering →  Biomedical Engineering
Advanced X-ray Imaging Techniques
Physical Sciences →  Physics and Astronomy →  Radiation
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