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Pattern Recognition of Head MRI Images and It's 3-D Display

Research Project

Project/Area Number 01580032
Research Category

Grant-in-Aid for General Scientific Research (C)

Allocation TypeSingle-year Grants
Research Field Informatics
Research InstitutionThe University of Tokushima

Principal Investigator

NIKI Noboru  University of Tokushima Department of Information Science Associate Professor, 工学部, 助教授 (80116847)

Co-Investigator(Kenkyū-buntansha) SICHIJYO Fumio  University of Tokushima Medical School Lecturer, 医学部, 講師 (20145022)
Project Period (FY) 1989 – 1991
Project Status Completed (Fiscal Year 1991)
Budget Amount *help
¥1,700,000 (Direct Cost: ¥1,700,000)
Fiscal Year 1991: ¥300,000 (Direct Cost: ¥300,000)
Fiscal Year 1990: ¥300,000 (Direct Cost: ¥300,000)
Fiscal Year 1989: ¥1,100,000 (Direct Cost: ¥1,100,000)
KeywordsHead multichannel MR images / Fuzzy clustering / Connectivity of organs / Integrated method of images / Volume rendering / Parallel processing / Recognition support system / 3-D fabrication of organs / 頭部マルチチャンネルMR画像 / 線形統合と非線形統合 / 大脳基底核や視床下部 / 脳血管網 / 3次元表示システム / Volume rendering法 / 並列アルゴリズム / マルチプロセッサ / ファジ-演算 / 予測問題 / MRI画像 / あいまいさ / ファジィクラスタリング / 連結性 / Volume rendering / 表示システム
Research Abstract

We proposed a pattern recognition of multichannel MR images and it's 3-D display method for supporting diagnosis and surgical plannning. The effectiveness was shown using various types of multichannel MR images. 3-D display of MR images allows better perception of the continuity of structures and spatial relationships than a display of individual slices. But a boundary judgement of soft tissues, like tumor, is difficult even for expert doctor. Proper classification of normal or abnormal soft tissues is sought. We use multiple 3-D MR images of the same anatomical section using different pulse sequences to improve the accuracy of tissue extraction. The extraction methods proposed here consist of nonlinear combination methods of multichannel MR images a fuzzy clustering of the mapped images and a connectivity algorithm of soft tissue clusters of interest. The shading of soft tissue cluster uses a volume rendering. The shading model is improved to realize a powerfully interactive 3-D display. PD-weighted images. TI-weighted images. T2-weighted images and MRA images of human brain are numerically analyzed. Organs of interest are 3-D displayed and 3-D fabricated. A complicated discrimination of tumor, blood vessels, white matter, gray matter, CSF and spatial relationships among the human brain can be recognized for supporting diagnosis and surgical planning.

Report

(4 results)
  • 1991 Annual Research Report   Final Research Report Summary
  • 1990 Annual Research Report
  • 1989 Annual Research Report
  • Research Products

    (32 results)

All Other

All Publications (32 results)

  • [Publications] 仁木 登: "医用画像のあいまい形状の3次元表示" 電子情報通信学会論文誌. J73ーDーII. 1705-1715 (1990)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1991 Final Research Report Summary
  • [Publications] 仁木 登: "2進木マシンによる多次元FFTの並列計算" 電子情報通信学会論文誌. J74ーDーI. 623-634 (1991)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1991 Final Research Report Summary
  • [Publications] 仁木 登: "血管の認識支援手法ー血管3次元表示ー" 日本医用画像工学会誌. 10. (1992)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1991 Final Research Report Summary
  • [Publications] 丸谷 洋二: "血管の認識支援手法ー血管モデル作成ー" 日本医用画像工学会誌. 10. (1992)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1991 Final Research Report Summary
  • [Publications] N.Niki: "A Fuzzy 3-D Display Method of Medical Images" World Congress on Med.Phys.& Biomed.Eng.,Kyoto. 29. 214 (1991)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1991 Final Research Report Summary
  • [Publications] N.Niki: "A Fuzzy 3-D Display Method of Multichannel JR Images" Symposium for Computer Assisted Radiology,Baltimore. 6. (1992)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1991 Final Research Report Summary
  • [Publications] Noboru NIKI: "A 3-D Display Method of Fuzzy Shapes Obtained from Medical Images" IEIEC Trans., Japan. J73-D-II. 1707-1715 (1990)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1991 Final Research Report Summary
  • [Publications] Noboru NIKI: "Parallel Computation of the Multidimensional Fast Fourier Transform on a Binary Tree Multiprocessor" IEIEC Trans., Japan. J74-D-1. 623-634 (1991)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1991 Final Research Report Summary
  • [Publications] Noboru NIKI: "Recognition Support Method of Blood Vessels - 3-D Display of Blood Vessels -" Medical Imaging Technology, Japan.10. (1992)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1991 Final Research Report Summary
  • [Publications] Youji MARUTANI: "Recognition Support Method of Blood vessels - 3-D Fabrication of Blood Vessels -" Medical Imaging Technology, Japan. 10. (1992)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1991 Final Research Report Summary
  • [Publications] Noboru NIKI: "A Fuzzy 3-D Display Method of Medical Images" World Congress on Med. Phys. & Biomed. Eng., Kyoto. 29. 214 (1991)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1991 Final Research Report Summary
  • [Publications] Noboru NIKI: "3-D Fabrication of Blood Vessels Using MRI and Laser Lithography" World Congress on Med. Phys. & Biomed. Eng., Kyoto. 29. 958 (1991)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1991 Final Research Report Summary
  • [Publications] Noboru NIKI: "A Fuzzy 3-D Display Method of Multichannel MR images" Symposium for Computer Assisted Radiology, Baltimore. 6. (1992)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1991 Final Research Report Summary
  • [Publications] Kenji MATSUZAKI: "3-D Solid Model Reconstruction from MR images for Surgical Approach" Symposium for Computer Assisted Radiology, Baltimore. 6. (1992)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1991 Final Research Report Summary
  • [Publications] 仁木 登: "2進木マシンによる多次元FFTの並列計算" 電子情報通信学会論文誌. J74ーDーI. 623-634 (1991)

    • Related Report
      1991 Annual Research Report
  • [Publications] 仁木 登: "血管の認識支援手法ー血管3次元表示ー" 日本医用画像工学会誌. 10. (1992)

    • Related Report
      1991 Annual Research Report
  • [Publications] 丸谷 洋二: "血管の認識支援手法ー血管モデル作成ー" 日本医用画像工学会誌. 10. (1992)

    • Related Report
      1991 Annual Research Report
  • [Publications] N.Niki: "A Fuzzy 3ーD Display Method of Medical Images" World Congress on Med.Phys.&Biomed.Eng.,. 29. 214 (1991)

    • Related Report
      1991 Annual Research Report
  • [Publications] N.Niki: "A Fuzzy 3ーD Display Method of Multichamel MR Images" Symposium for Computer Assisted Radiology Baltimore. 6. (1992)

    • Related Report
      1991 Annual Research Report
  • [Publications] K.Matsuzaki: "3ーD Solid Model Reconstruction from MR Images for Surgical Approach" Symposium for Computer Assisted Radiology,Baltimore. 6. (1992)

    • Related Report
      1991 Annual Research Report
  • [Publications] 仁木 登: "医用画像のあいまい形状の3次元表示法" 電子情報通信学会論文誌. J73ーDII. 1707-1715 (1990)

    • Related Report
      1990 Annual Research Report
  • [Publications] 仁木 登: "2進木マシンによる多次元FFTの並列計算" 情報処理学会研究報告 (同内容を電子情報通信学会論文誌). ARC83ー4. 19-24 (1990)

    • Related Report
      1990 Annual Research Report
  • [Publications] 仁木 登: "医用3次元表示の並列処理" 第5回ディジタル信号処理シンポジウム (同内容を電子情報通信学会論文誌). Aー3ー4. 1-6 (1990)

    • Related Report
      1990 Annual Research Report
  • [Publications] 仁木 登: "A Fuzzy3ーD Display Method of Medical Images" 国際医用物理・生体工学会議. (1991)

    • Related Report
      1990 Annual Research Report
  • [Publications] 仁木 登: "3ーD Reconstruction of Blood Vessels Using a Rotational Angiography System" 国際医用物理・生体工学会議. (1991)

    • Related Report
      1990 Annual Research Report
  • [Publications] 仁木 登: "3ーD Fabrication of Blood Vessels Using MRI and Laser Lithography" 国際医用物理・生体工学会議. (1991)

    • Related Report
      1990 Annual Research Report
  • [Publications] 河田佳樹: "医用画像の3次元表示と2進木マシンによる並列処理" 「画像理解の高度化と高速化」シンポジウム論文集. 59-64 (1989)

    • Related Report
      1989 Annual Research Report
  • [Publications] 河田佳樹: "医用画像のあいまい形状の3次元表示" 電子情報通信学会技術研究報告(AI89)(同内容を同学会の論文誌に投稿中). Vol.89. 61-68 (1989)

    • Related Report
      1989 Annual Research Report
  • [Publications] 仁木登: "2進木マシンによる多次元高速フ-リエ変換の並列処理" 電子情報通信学会技術研究報告(CPSY89). Vol.89. 63-68 (1989)

    • Related Report
      1989 Annual Research Report
  • [Publications] 仁木登: "2進木マシンによる多次元FFTの並列処理" 第4回ディジタル信号処理シンポジウム論文集(国際会議(ASAP90)に同内容を投稿中). 133-138 (1989)

    • Related Report
      1989 Annual Research Report
  • [Publications] 仁木登: "2進木マシンによる医用画像の3次元表示の並列処理" 第8回医用画像工学シンポジウム特集号. 7. 149-150 (1989)

    • Related Report
      1989 Annual Research Report
  • [Publications] 仁木登: "脳血管造影画像からの血管網の3次元構成" 第8回医用画像工学シンポジウム特集号. 7. 189-190 (1989)

    • Related Report
      1989 Annual Research Report

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Published: 1989-04-01   Modified: 2016-04-21  

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