Joint reconstruction of activity and attenuation map using LM SPECT emission data

Research output: Chapter in Book/Report/Conference proceedingConference contribution

6 Citations (Scopus)

Abstract

Attenuation and scatter correction in single photon emission computed tomography (SPECT) imaging often requires a computed tomography (CT) scan to compute the attenuation map of the patient. This results in increased radiation dose for the patient, and also has other disadvantages such as increased costs and hardware complexity. Attenuation in SPECT is a direct consequence of Compton scattering, and therefore, if the scattered photon data can give information about the attenuation map, then the CT scan may not be required. In this paper, we investigate the possibility of joint reconstruction of the activity and attenuation map using list- mode (LM) SPECT emission data, including the scattered-photon data. We propose a path-based formalism to process scattered-photon data. Following this, we derive analytic expressions to compute the Craḿer-Rao bound (CRB) of the activity and attenuation map estimates, using which, we can explore the fundamental limit of information-retrieval capacity from LM SPECT emission data. We then suggest a maximum-likelihood (ML) scheme that uses the LM emission data to jointly reconstruct the activity and attenuation map. We also propose an expectation-maximization (EM) algorithm to compute the ML solution.

Original languageEnglish (US)
Title of host publicationProgress in Biomedical Optics and Imaging - Proceedings of SPIE
Volume8668
DOIs
StatePublished - 2013
EventMedical Imaging 2013: Physics of Medical Imaging - Lake Buena Vista, FL, United States
Duration: Feb 11 2013Feb 14 2013

Other

OtherMedical Imaging 2013: Physics of Medical Imaging
CountryUnited States
CityLake Buena Vista, FL
Period2/11/132/14/13

Fingerprint

Single photon emission computed tomography
Single-Photon Emission-Computed Tomography
lists
tomography
Joints
attenuation
Photons
photons
Tomography
Maximum likelihood
Information Storage and Retrieval
Compton scattering
Information retrieval
information retrieval
Dosimetry
Radiation
Costs and Cost Analysis
Hardware
Imaging techniques
hardware

Keywords

  • Activity and attenuation map
  • Cramer-rao bound
  • Fisher information
  • Joint reconstruction
  • List-mode data
  • Maximum likelihood expectation maximization
  • SPECT

ASJC Scopus subject areas

  • Atomic and Molecular Physics, and Optics
  • Electronic, Optical and Magnetic Materials
  • Biomaterials
  • Radiology Nuclear Medicine and imaging

Cite this

Joint reconstruction of activity and attenuation map using LM SPECT emission data. / Jha, Abhinav K.; Clarkson, Eric W; Kupinski, Matthew A; Barrett, Harrison H.

Progress in Biomedical Optics and Imaging - Proceedings of SPIE. Vol. 8668 2013. 86681W.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Jha, AK, Clarkson, EW, Kupinski, MA & Barrett, HH 2013, Joint reconstruction of activity and attenuation map using LM SPECT emission data. in Progress in Biomedical Optics and Imaging - Proceedings of SPIE. vol. 8668, 86681W, Medical Imaging 2013: Physics of Medical Imaging, Lake Buena Vista, FL, United States, 2/11/13. https://doi.org/10.1117/12.2008111
Jha AK, Clarkson EW, Kupinski MA, Barrett HH. Joint reconstruction of activity and attenuation map using LM SPECT emission data. In Progress in Biomedical Optics and Imaging - Proceedings of SPIE. Vol. 8668. 2013. 86681W https://doi.org/10.1117/12.2008111
Jha, Abhinav K. ; Clarkson, Eric W ; Kupinski, Matthew A ; Barrett, Harrison H. / Joint reconstruction of activity and attenuation map using LM SPECT emission data. Progress in Biomedical Optics and Imaging - Proceedings of SPIE. Vol. 8668 2013.
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AB - Attenuation and scatter correction in single photon emission computed tomography (SPECT) imaging often requires a computed tomography (CT) scan to compute the attenuation map of the patient. This results in increased radiation dose for the patient, and also has other disadvantages such as increased costs and hardware complexity. Attenuation in SPECT is a direct consequence of Compton scattering, and therefore, if the scattered photon data can give information about the attenuation map, then the CT scan may not be required. In this paper, we investigate the possibility of joint reconstruction of the activity and attenuation map using list- mode (LM) SPECT emission data, including the scattered-photon data. We propose a path-based formalism to process scattered-photon data. Following this, we derive analytic expressions to compute the Craḿer-Rao bound (CRB) of the activity and attenuation map estimates, using which, we can explore the fundamental limit of information-retrieval capacity from LM SPECT emission data. We then suggest a maximum-likelihood (ML) scheme that uses the LM emission data to jointly reconstruct the activity and attenuation map. We also propose an expectation-maximization (EM) algorithm to compute the ML solution.

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