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Simultaneous Reconstruction of Tissue Attenuation and Radioactivity Maps in SPECT

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Medical Image Computing and Computer-Assisted Intervention – MICCAI 2006 (MICCAI 2006)
Simultaneous Reconstruction of Tissue Attenuation and Radioactivity Maps in SPECT
  • Yi Tian19,
  • Huafeng Liu19 &
  • Pengcheng Shi20,21 

Part of the book series: Lecture Notes in Computer Science ((LNIP,volume 4190))

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  • International Conference on Medical Image Computing and Computer-Assisted Intervention
  • 3403 Accesses

  • 2 Citations

Abstract

The importance of accurate attenuation correction in single photon emission computed tomography (SPECT) has been widely recognized. In this paper, we propose a novel scheme of simultaneous reconstruction of the tissue attenuation map and the radioactivity distribution from SPECT emission sinograms, which is obviously beneficial when the transmission data is missing for cost or efficiency reasons. Our strategy combines the SPECT image formation and data measurement models, whereas the attenuation parameters are treated as random variables with known prior statistics. After converting the models to state space representation, the extended Kalman filtering procedures are adopted to linearize the equations and to provide the joint estimates in an approximate optimal sense. Experiments have been performed on synthetic data and real scanning data to illustrate abilities and benefits of the method.

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Author information

Authors and Affiliations

  1. State Key Laboratory of Modern Optical Instrumentation, Zhejiang University, Hangzhou, China

    Yi Tian & Huafeng Liu

  2. School of Biomedical Engineering, Southern Medical University, Guangzhou, China

    Pengcheng Shi

  3. Department of Electrical and Electronic Engineering, Hong Kong University of Science and Technology, Hong Kong

    Pengcheng Shi

Authors
  1. Yi Tian
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  2. Huafeng Liu
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  3. Pengcheng Shi
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Editor information

Editors and Affiliations

  1. Department of Informatics and Mathematical Modelling, Technical University of Denmark, Denmark

    Rasmus Larsen

  2. Nordic Bioscience, Herlev, Denmark

    Mads Nielsen

  3. Department of Computer Science, University of Copenhagen, Denmark

    Jon Sporring

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© 2006 Springer-Verlag Berlin Heidelberg

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Cite this paper

Tian, Y., Liu, H., Shi, P. (2006). Simultaneous Reconstruction of Tissue Attenuation and Radioactivity Maps in SPECT. In: Larsen, R., Nielsen, M., Sporring, J. (eds) Medical Image Computing and Computer-Assisted Intervention – MICCAI 2006. MICCAI 2006. Lecture Notes in Computer Science, vol 4190. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11866565_49

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  • DOI: https://doi.org/10.1007/11866565_49

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  • Print ISBN: 978-3-540-44707-8

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Keywords

  • Single Photon Emission Compute Tomography
  • Single Photon Emission Compute Tomography Image
  • Attenuation Parameter
  • State Space Representation
  • Tissue Attenuation

These keywords were added by machine and not by the authors. This process is experimental and the keywords may be updated as the learning algorithm improves.

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