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Multi-material spectral photon-counting micro-CT with minimum residual decomposition and self-supervised deep denoising

Di Trapani, V.
•
Brombal, L.
•
Brun, F.
2022
  • journal article

Periodico
OPTICS EXPRESS
Abstract
Spectral micro-CT imaging with direct-detection energy discriminating photon counting detectors having small pixel size (< 100×100 μm2) is mainly hampered by: i) the limited energy resolution of the imaging device due to charge sharing effects and ii) the unavoidable noise amplification in the images resulting from basis material decomposition. In this work, we present a cone-beam micro-CT setup that includes a CdTe photon counting detector implementing a charge summing hardware solution to correct for the charge-sharing issue and an innovative image processing pipeline based on accurate modeling of the spectral response of the imaging system, an improved basis material decomposition (BMD) algorithm named minimum-residual BMD (MR-BMD), and self-supervised deep convolutional denoising. Experimental tomographic projections having a pixel size of 45×45 μm2 of a plastinated mouse sample including I, Ba, and Gd small cuvettes were acquired. Results demonstrate the capability of the combined hardware and software tools to sharply discriminate even between materials having their K-Edge separated by a few keV, such as e.g., I and Ba. By evaluating the quality of the reconstructed decomposed images (water, bone, I, Ba, and Gd), the quantitative performances of the spectral system are here assessed and discussed
DOI
10.1364/OE.471439
WOS
WOS:000901314100018
Archivio
https://hdl.handle.net/11368/3033759
info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-85142189185
https://opg.optica.org/oe/fulltext.cfm?uri=oe-30-24-42995&id=518932
Diritti
open access
license:creative commons
license uri:http://creativecommons.org/licenses/by/4.0/
FVG url
https://arts.units.it/bitstream/11368/3033759/1/published.pdf
Soggetti
  • X-ray imaging

  • Spectral Computed Tom...

  • Photon-counting

  • Micro-CT

  • Material decompositio...

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