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Objective Evaluation Method for Optical Colonoscopy Images using Image Recognition Techniques

Research Project

Project/Area Number 24700186
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Perception information processing/Intelligent robotics
Research InstitutionNational Institute of Advanced Industrial Science and Technology

Principal Investigator

NOSATO Hirokazu  独立行政法人産業技術総合研究所, 情報技術研究部門, 主任研究員 (40435764)

Research Collaborator SUZUKI Yasuo  
AOKI Hiroshi  
TAKEUCHI Ken  
Project Period (FY) 2012-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2014: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2013: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2012: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
Keywords医用画像認識 / 大腸内視鏡 / 特徴抽出 / 画像処理 / 診断支援 / 画像認識技術 / 最適化 / 医工連携 / 画像認識
Outline of Final Research Achievements

This research aimed to establish a new objective evaluation method for Ulcerative Colitis (UC) with optical colonoscopy images using image recognition techniques. In the proposed method, the higher-order local auto-correlation method and the multivariate data analysis method were adopted to distinguish between normal and abnormal colonic mucosa. In addition, a color conversion techniques was also adopted to enhance the ability to efficiently observe the colon condition. Using the objective evaluation method, classification method according to UC severity and content-based image retrieval method for colonoscopy images were developed in this research.

Report

(4 results)
  • 2014 Annual Research Report   Final Research Report ( PDF )
  • 2013 Research-status Report
  • 2012 Research-status Report
  • Research Products

    (14 results)

All 2015 2014 2013 2012 Other

All Journal Article (4 results) (of which Peer Reviewed: 2 results,  Acknowledgement Compliant: 1 results) Presentation (8 results) Remarks (2 results)

  • [Journal Article] A Content-based Image Retrieval Method for Optical Colonoscopy Images based on Image Recognition Techniques2015

    • Author(s)
      野里博和、坂無英徳、高橋栄一、村川正宏
    • Journal Title

      Proceedings of SPIE 9414, Medical Imaging 2015: Computer-Aided Diagnosis

      Volume: 9414

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] An Objective Evaluation Method of Ulcerative Colitis with Optical Colonoscopy Images based on Higher Order Local Auto-Correlation Features2014

    • Author(s)
      野里博和、坂無英徳、高橋栄一、村川正宏
    • Journal Title

      Proceedings of 2014 IEEE International Symposium on Biomedical Imaging

      Volume: CFP14BIS-USB Pages: 89-92

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] 遺伝的アルゴリズムを用いた医用画像認識システムの最適化2013

    • Author(s)
      土屋大輝、野里博和
    • Journal Title

      情報処理学会研究報告数理モデル化と問題解決(MPS)

      Volume: 2013-MPS-96(3) Pages: 1-6

    • NAID

      110009634025

    • Related Report
      2013 Research-status Report
  • [Journal Article] 画像認識技術を用いた大腸内視鏡画像の客観的評価手法2012

    • Author(s)
      野里博和、坂無英徳、高橋栄一
    • Journal Title

      情報処理学会研究報告数理モデル化と問題解決(MPS)

      Volume: 2012-MPS-91(31) Pages: 1-6

    • NAID

      110009488576

    • Related Report
      2012 Research-status Report
  • [Presentation] A Content-based Image Retrieval Method for Optical Colonoscopy Images based on Image Recognition Techniques2015

    • Author(s)
      野里博和、坂無英徳、高橋栄一、村川正宏
    • Organizer
      SPIE Medical Imaging 2015: Computer-Aided Diagnosis
    • Place of Presentation
      Renaissance Orlando at Sea World Orlando, Florida, USA
    • Year and Date
      2015-02-24
    • Related Report
      2014 Annual Research Report
  • [Presentation] 画像認識技術による内視鏡診断支援2015

    • Author(s)
      野里博和、胡尓重、坂無英徳、高橋栄一、村川正宏
    • Organizer
      第14回 産総研・産技連 LS-BT合同研究発表会
    • Place of Presentation
      産業技術総合研究所つくばセンター、茨城県
    • Year and Date
      2015-02-03
    • Related Report
      2014 Annual Research Report
  • [Presentation] 画像認識技術による医療診断支援2013

    • Author(s)
      野里博和、坂無英徳、岩田昌也、高橋栄一、村川正宏
    • Organizer
      産総研オープンラボ2013
    • Place of Presentation
      産業技術総合研究所つくばセンター、茨城県
    • Related Report
      2013 Research-status Report
  • [Presentation] パターン認識技術を用いた医療画像診断支援に関する研究2013

    • Author(s)
      野里博和、坂無英徳、岩田昌也、高橋栄一、村川正宏
    • Organizer
      第12回産総研・産技連 LS-BT合同研究発表会
    • Place of Presentation
      産業技術総合研究所つくば中央(茨城県)
    • Related Report
      2012 Research-status Report
  • [Presentation] 画像認識技術を用いた大腸内視鏡画像の客観的評価手法2012

    • Author(s)
      野里博和、坂無英徳、高橋栄一
    • Organizer
      第91回MPS研究会
    • Place of Presentation
      京都大学桂キャンパス(京都府)
    • Related Report
      2012 Research-status Report
  • [Presentation] 実時間ガイドによる高度医療支援技術2012

    • Author(s)
      野里博和、坂無英徳、岩田昌也、岩田健司、高橋栄一、村川正宏
    • Organizer
      産総研オープンラボ2012
    • Place of Presentation
      産業技術総合研究所つくば中央(茨城県)
    • Related Report
      2012 Research-status Report
  • [Presentation] 遺伝的アルゴリズムを用いた医用画像認識システムの最適化

    • Author(s)
      土屋大輝、野里博和
    • Organizer
      第96回MPS研究会
    • Place of Presentation
      東京工業大学大岡山キャンパス、東京都
    • Related Report
      2013 Research-status Report
  • [Presentation] An Objective Evaluation Method of Ulcerative Colitis with Optical Colonoscopy Images based on Higher Order Local Auto-Correlation Features

    • Author(s)
      野里博和、坂無英徳、高橋栄一、村川正宏
    • Organizer
      2014 IEEE International Symposium on Biomedical Imaging
    • Place of Presentation
      Renaissance Beijing Capital Hotel, Beijing, China
    • Related Report
      2013 Research-status Report
  • [Remarks] 画像認識による医療診断支援

    • URL

      http://www.aist.go.jp/digbook/openlab/2013/index.html#page=315

    • Related Report
      2013 Research-status Report
  • [Remarks] 実時間ガイドによる高度医療支援技術

    • URL

      http://www.aist.go.jp/digbook/openlab/2012/index.html#page=197

    • Related Report
      2012 Research-status Report

URL: 

Published: 2013-05-31   Modified: 2019-07-29  

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