IEEE Access (Jan 2019)

Limited-View X-Ray Tomography Combining Attenuation and Compton Scatter Data: Approach and Experimental Results

  • Abdulla Desmal,
  • Jeffrey R. Schubert,
  • Jeffrey Denker,
  • Sherman J. Kisner,
  • Hamideh Rezaee,
  • Aaron Couture,
  • Eric L. Miller,
  • Brian H. Tracey

DOI
https://doi.org/10.1109/ACCESS.2019.2953217
Journal volume & issue
Vol. 7
pp. 165734 – 165747

Abstract

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X-ray inspection systems are critical in medical, non-destructive testing, and security applications, with systems typically measuring attenuation along straight-line paths connecting sources and detectors. Computed tomography (CT) systems can provide higher-quality images than single- or dual-view systems, but the need to measure many projections leads to greater system cost and complexity. Typically, off-angle Compton scattered photons are treated as noise during tomographic inversion. We seek to maximize the image quality of limited-view systems by combining attenuation data with measurements of Compton-scattered photons, exploiting the fact that the broken-ray paths followed by scattered photons provide additional geometric sampling of the scene. We describe a single-scatter forward model for Compton-scatter data measured with energy-resolving detectors, and demonstrate a reconstruction algorithm for density that combines both attenuation and scatter measurements. The experimental results suggest that including Compton-scattered data in the reconstruction process can improve image quality for density reconstruction using limited-view systems.

Keywords