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2010 Fiscal Year Final Research Report

Development of on-line learning algorithm of organ recognition for on-line CAD

Research Project

  • PDF
Project/Area Number 20700404
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Medical systems
Research InstitutionAichi Institute of Technology

Principal Investigator

KITASAKA Takayuki  Aichi Institute of Technology, 情報科学部, 准教授 (00362294)

Project Period (FY) 2008 – 2010
Keywords画像診断システム
Research Abstract

We studied about a on-line learning algorithm for automatic organ recognition and disease detection from medical images. Our main targets were the bronchus and blood vessels. We research their feature description and their combinations to make recognition accuracy higher. In our experiments, the recognition accuracies were approx. 70% for the bronchus and 80% for the blood vessels. Also, recognition of anatomical structure of the bronchus and blood vessels could achieve approx. 90% accuracy.

  • Research Products

    (18 results)

All 2011 2010 2009 2008 Other

All Journal Article (9 results) (of which Peer Reviewed: 8 results) Presentation (7 results) Book (1 results) Remarks (1 results)

  • [Journal Article] A study on automated anatomical labeling to arteries concerning with colon from 3D abdominal CT images2011

    • Author(s)
      Huy Hoang Bui, Masahiro Oda, Zhengang Jiang, et.al.
    • Journal Title

      Proceedings of SPIE2011 7962

      Pages: 7962-1-10

    • Peer Reviewed
  • [Journal Article] Automated Nomenclature of Upper Abdominal Arteries for Displaying Anatomical Names on Virtual Laparoscopic Images2010

    • Author(s)
      Kensaku Mori, Masahiro Oda, Tomohiko Egusa, et.al.
    • Journal Title

      MIAR2010 LNCS6326

      Pages: 353-362

    • Peer Reviewed
  • [Journal Article] Bronchial region extraction from 3D chest CT image by voxel classification based on local intensity structure, Bronchial region extraction from 3D chest CT image by voxel classification based on local intensity structure2010

    • Author(s)
      Takayuki Kitasaka, Hiroaki Yano, Marco Feuerstein, et.al.
    • Journal Title

      Third International Workshop on Pulmonary Image Analysis

      Pages: 22-29

    • Peer Reviewed
  • [Journal Article] 医用画像を処理してみませんか?-CT像を対象とした画像の認識・理解・生成を中心として-2010

    • Author(s)
      北坂孝幸
    • Journal Title

      情報処理学会学会誌「情報処理」 51

      Pages: 435-445

  • [Journal Article] Automated Anatomical Labeling of Bronchial Branches Extracted from CT Datasets Based on Machine Learning and Combination Optimization and Its Application to Bronchoscope Guidance2009

    • Author(s)
      Kensaku Mori, Shunsuke Ota, Daisuke Deguchi, et.al.
    • Journal Title

      MICCAI2009 LNCS 5762

      Pages: 707-714

    • Peer Reviewed
  • [Journal Article] Adaptive Branch Tracing and Image Sharpening for Airway Tree Extraction in 3-D Chest CT2009

    • Author(s)
      Marco Feuerstein, Takayuki Kitasaka, Kensaku Mori
    • Journal Title

      The Second International Workshop on Pulmonary Image Analysis EXACT'09

      Pages: 273-284

    • Peer Reviewed
  • [Journal Article] Augmented display of anatomical names of bronchial branches for bronchoscopy assistance2008

    • Author(s)
      Shunsuke Ota, Daisuke Deguchi, Takayuki Kitasaka, et.al.
    • Journal Title

      MIAR 2008

    • Peer Reviewed
  • [Journal Article] 計算機支援医用画像診断のための共通基盤システムの開発2008

    • Author(s)
      二村幸孝, 出口大輔, 北坂孝幸, 他
    • Journal Title

      Med.Img.Tech. 26,5

      Pages: 327-337

    • Peer Reviewed
  • [Journal Article] 複数モデルの動的選択に基づく気管支枝名自動対応付け手法2008

    • Author(s)
      江間慎弥, 北坂孝幸, 森健策, 他
    • Journal Title

      信学論D J91-D,7

      Pages: 1851-1861

    • Peer Reviewed
  • [Presentation] 多クラスAdaBoostを用いた3次元腹部CT像における下腹部血管領域への血管名自動対応付けに関する研究2010

    • Author(s)
      Bui Huy Hoang
    • Organizer
      信学会医用画像研究会
    • Place of Presentation
      埼玉
    • Year and Date
      2010-09-03
  • [Presentation] A method for nomenclature of abdominal arteries extracted from 3D abdominal CT images based on optimizing combinations of candidate anatomical names2010

    • Author(s)
      Takayuki Kitasaka
    • Organizer
      CARS2010
    • Place of Presentation
      Geneva.
    • Year and Date
      2010-06-24
  • [Presentation] 血管分岐情報に基づく腹部動脈に対する血管名自動対応付け2010

    • Author(s)
      江種友彦
    • Organizer
      信学会医用画像研究会
    • Place of Presentation
      那覇市ぶんかテンブス館
    • Year and Date
      2010-01-28
  • [Presentation] CAOS2009参加報告~研究動向調査~2009

    • Author(s)
      北坂孝幸
    • Organizer
      CARS2009
    • Place of Presentation
      九州工業大学
    • Year and Date
      2009-09-16
  • [Presentation] An improved method for automated recognition of bronchial tree structure by optimizing combinations of candidate anatomical names2009

    • Author(s)
      Takayuki Kitasaka
    • Organizer
      CARS2009
    • Place of Presentation
      Berlin.
    • Year and Date
      2009-06-22
  • [Presentation] Pulmonary Vessel Region Extraction from 3D Chest CT Images and Its Application to reduction of false positive regions in lung nodule detection2009

    • Author(s)
      Bin Chen
    • Organizer
      信学会医用画像研究会
    • Place of Presentation
      台北
    • Year and Date
      2009-01-20
  • [Presentation] A method for extracting pancreas regions from four-phase contrasted 3D abdominal CT images2008

    • Author(s)
      Shunsuke Ota
    • Organizer
      CARS2008
    • Place of Presentation
      Barcelona.
    • Year and Date
      2008-06-23
  • [Book] 医用画像ハンドブック2010

    • Author(s)
      北坂孝幸(分担執筆)
    • Total Pages
      1571(309-312)
    • Publisher
      オーム社
  • [Remarks] ホームページ等

URL: 

Published: 2012-02-13   Modified: 2016-04-21  

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