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Super resolution computed tomography based on Bayesian statistics

Research Project

Project/Area Number 23700574
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Medical systems
Research InstitutionThe Institute of Physical and Chemical Research

Principal Investigator

JUN Kozuka  独立行政法人理化学研究所, 生命システム研究センター, 研究員 (10432501)

Project Period (FY) 2011 – 2013
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Fiscal Year 2013: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2012: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2011: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
KeywordsCT / ベイズ統計 / 超解像 / 画像情報処理 / CT / 像質改善
Research Abstract

The reconstruction of a high-quality three-dimensional image from a low-resolution sinogram, which is a visual representation of the two-dimensional projection data obtained from computed axial tomography, is an important problem which arises in fields such as microscope and medical imaging. It is known that several artifacts originated from the inverse Radon transformation arise during typical reconstruction approaches. We have developed a Bayesian treatment of the super-resolution computed tomography problem. This approach is rendered tractable through the introduction of Gaussian processes. Results indicate a significant improvement over techniques based on the filtered back projection.

Report

(4 results)
  • 2013 Annual Research Report   Final Research Report ( PDF )
  • 2012 Research-status Report
  • 2011 Research-status Report
  • Research Products

    (7 results)

All 2013 2012 2011

All Presentation (4 results) Patent(Industrial Property Rights) (3 results) (of which Overseas: 2 results)

  • [Presentation] Super resolution computed tomography based on Bayesian statistics2013

    • Author(s)
      J. Kozuka, T. Makino and H. Mizutani
    • Organizer
      第51回日本生物物理学会年会
    • Place of Presentation
      国立京都国際会館, 京都市,京都府,日本
    • Year and Date
      2013-10-28
    • Related Report
      2013 Final Research Report
  • [Presentation] Super resolution Computed Tomography based on Bayesian statistical method2013

    • Author(s)
      J. Kozuka, T. Makino and H. Mizutani
    • Organizer
      日本顕微鏡学会第69回学術講演会
    • Place of Presentation
      ホテル阪急エキスポパーク,吹田市,大阪府,日本
    • Year and Date
      2013-05-21
    • Related Report
      2013 Final Research Report
  • [Presentation] Super resolution Computed Tomography based on Bayesian statistical method2013

    • Author(s)
      J. Kozuka, T. Makino and H. Mizutani
    • Organizer
      日本顕微鏡学会 第69回学術講演会
    • Place of Presentation
      ホテル阪急エキスポパーク,吹田市,大阪府,日本
    • Related Report
      2013 Annual Research Report
  • [Presentation] Super resolution computed tomography based on Bayesian statistics2013

    • Author(s)
      J. Kozuka, T. Makino and H. Mizutani
    • Organizer
      第51回日本生物物理学会年会
    • Place of Presentation
      国立京都国際会館,京都市,京都府,日本
    • Related Report
      2013 Annual Research Report
  • [Patent(Industrial Property Rights)] 画像再構成装置2012

    • Inventor(s)
      小塚淳、牧野貴樹、水谷治央
    • Industrial Property Rights Holder
      東京大学
    • Industrial Property Rights Type
      特許
    • Filing Date
      2012-06-19
    • Related Report
      2013 Final Research Report
    • Overseas
  • [Patent(Industrial Property Rights)] 画像再構成装置2012

    • Inventor(s)
      小塚淳、牧野貴樹、水谷治央
    • Industrial Property Rights Holder
      小塚淳、牧野貴樹、水谷治央
    • Industrial Property Rights Type
      特許
    • Filing Date
      2012
    • Related Report
      2012 Research-status Report
    • Overseas
  • [Patent(Industrial Property Rights)] 画像再構成装置及びプログラム2011

    • Inventor(s)
      小塚淳、牧野貴樹、水谷治央
    • Industrial Property Rights Holder
      東京大学
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      2011-138833
    • Filing Date
      2011-06-22
    • Related Report
      2013 Final Research Report 2011 Research-status Report

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Published: 2011-08-05   Modified: 2019-07-29  

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