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A basic research on multi-CAD (computer-aided diagnosis) system for 3-dimensional images

Research Project

Project/Area Number 13670926
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Radiation science
Research InstitutionGifu University

Principal Investigator

FUJITA Hiroshi  Gifu University, Graduate School of Medicine, Professor, 大学院・医学研究科, 教授 (10124033)

Co-Investigator(Kenkyū-buntansha) HARA Takeshi  Graduate Shool of Medicine, Associate Professor, 大学院・医学研究科, 助教授 (10283285)
GOTO Hiroo  Faculty of Medicine, Associate Professor, 医学部, 助教授 (80144012)
HOSHI Hiroaki  Faculty of Medicine, Professor, 医学部, 教授 (60128395)
KATADA Kazuhiro  Fujita Health University, Faculty of Medicine, Professor, 医学部, 教授 (00101684)
ISHIGAKI Takeo  Nagoya University, Graduate School of Medicine, Professor, 大学院・医学研究科, 教授 (60094356)
Project Period (FY) 2001 – 2002
Project Status Completed (Fiscal Year 2002)
Budget Amount *help
¥2,900,000 (Direct Cost: ¥2,900,000)
Fiscal Year 2002: ¥600,000 (Direct Cost: ¥600,000)
Fiscal Year 2001: ¥2,300,000 (Direct Cost: ¥2,300,000)
KeywordsComputer-aided diagnosis / Image analysis / Image Procession / 3-dimentional image processing / Pattern recognition / CAD
Research Abstract

In this study, the basic researches on developing computer-aided diagnosis (CAD) systems, multi-CADs, for several diagnostic regions and several imaging modalities shown below have been done for two years. These areas of multi-CADs are 1) chest x-ray CT images, 2) abdominal x-ray CT images, 3) brain MR images, 4) abdominal MR images, and 5) breast ultrasound images. In the developments of CAD systems, one of the important issues are the collection of image data with good quality and good quantity and we were able to construct several databases including 50-200 cases on these areas under the collaborative work with many researchers. In the project 1), the scheme for detecting the nodules in the lung area automatically was developed and the algorithms for extracting and recognizing the normal anatomical structures such as bone, bronchus and hilus pulmonis, from torso CT images were written. Preliminary study for classifying the lung field was also performed. In 2), the automated detection of colonic polyps and recognition of liver region were investigated. The quantitative analysis of vertebral body for osteoporosis diagnosis was also studied. In 3), lacunar infarct regions were automatically determined. In 4), liver areas were extracted and automatic classification scheme of liver diseases was developed. In 5), classification algorithms of breast tumors on malignancy was investigated based on 3-dimentional analysis of ultrasound images. In all of these studies new techniques and schemes were successfully developed and the performance was investigated using collected databases. Also, the clinical usefulness of the systems was also discussed. We have successfully developed the effective and useful multi-CAD systems; however there are issues to be solved such as technical problems on the system and necessity of increasing the databases. This suggests that a continuing research is necessary for this multi-CAD project.

Report

(3 results)
  • 2002 Annual Research Report   Final Research Report Summary
  • 2001 Annual Research Report
  • Research Products

    (28 results)

All Other

All Publications (28 results)

  • [Publications] 周 向栄, 他6名: "マルチスライス体幹部CT画像からの人体組織・臓器領域の自動認識に関する初期的な検討"医用画像情報学会雑誌. 20・1. 2-8 (2003)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] 久山慶子, 他4名: "複素PARCOR係数による凹領域の認識と腹部X線CT像における大腸ポリープ像の自動検出への応用"電子情報通信学会技術研究報告・医用画像(2003-01). 102・577. 1-4 (2003)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] 西原貞光, 他9名: "X線CT装置における椎体部平均CT値の装置内変動と装置間変動"医用画像情報学会雑誌. 20・1. 40-43 (2003)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] 林 達郎, 他6名: "気管支情報に基づく胸部マルチスライスCT画像からの肺野区間の分類に関する初期的な検討"電子情報通信学会技術研究報告・医用画像(2002-11). 102・425. 57-62 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] 横山龍二郎 他7名: "脳MR画像におけるラクナ梗塞領域の自動検出"日本放射線技術学会雑誌. 58・3. 399-405 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] 藤田広志, 他4名: "Automated detection of pulmonary nodules in herical CT images based on an improved template-matching technique"IEEE Transactions on Medical Imaging. 20・7. 595-604 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] 桂川茂彦, 他4名: "医用画像情報学"南山堂. 270 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Xiangrong Zhou and others (6): "Preliminary examinations of automated tissues and organs recognition from multi-slice torso CT images"Medical Imaging and Information Sciences. 20 (1). 44-47 (2003)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Keiko Hisayama and others (4): "Automated recognition method of concave area by using complex coefficient and its application to detection of colonic polyps in abdominal X-ray CT images"Technical Reort of IEICE. MI2002-112. 1-4 (2003)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Sadamitsu Nishihara and others (9): "Intra- and Inter-equipment variations in the mean CT numbers of a vertebral for X-ray CT equipment"Medical Imaging and Information Sciences. 20 (1). 40-43 (2003)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Tatsuro Hayashi and others (6): "Preliminary investigation on Classification of lung field based on bronchus using multi-slice CT images"Technical Report of IEICE. MI2002-79. 57-62 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Ryujiro Yokoyama and others (7): "An automated detection of Lacunar infarct regions in brain MR images: Preliminary study"Japanese Journal of Radiological Technology. 58 (3). 399-405 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Yongbum Lee and others (4): "Automated detection of pulmonary Nodules in herical CT images based on an improved template-Matching technique"IEEE Transactions on Medical Imaging. 20 (7). 595-604 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Shigehiko Katsuragawa and others (4): "Medical Image Information"Nan-zan-do. (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] 周 向栄他6名: "マルチスライス体幹部CT画像からの人体組織・臓器領域の自動認識に関する初期的な検討"医用画像情報学会雑誌. 20・1. 2-8 (2003)

    • Related Report
      2002 Annual Research Report
  • [Publications] 久山慶子他4名: "複素PARCOR係数による凹領域の認識と腹部X線CT像における大腸ポリープ像の自動検出への応用"電子情報通信学会技術研究報告・医用画像(2003-01). 102・577. 1-4 (2003)

    • Related Report
      2002 Annual Research Report
  • [Publications] 西原貞光他9名: "X線CT装置における椎体部平均CT値の装置内変動と装置間変動"医用画像情報学会雑誌. 20・1. 40-43 (2003)

    • Related Report
      2002 Annual Research Report
  • [Publications] 林 達郎他6名: "気管支情報に基づく胸部マルチスライスCT画像からの肺野区間の分類に関する初期的な検討"電子情報通信学会技術研究報告・医用画像(2002-11). 102・425. 57-62 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] 小林晋士他6名: "骨格情報に基づく3次元CT画像からの胸郭の自動抽出"電子情報通信学会技術研究報告・医用画像(2002-09). 102・299. 35-39 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] 山本章他6名: "肺野の位置に依存した閾値処理による3次元胸部CT像上の肺気腫領域の抽出"電子情報通信学会技術研究報告・医用画像(2002-09). 102・299. 31-34 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] 桂川茂彦他4名: "医用画像情報学"南山堂. 270 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] 藤田広志・他7名: "脳MR画像におけるラクナ梗塞領域の自動検出"日本放射線技術学会雑誌. 58・3. (2002)

    • Related Report
      2001 Annual Research Report
  • [Publications] 藤田広志・他2名: "局所的なパターンマッチングによる画像検索法"電子情報通信学会論文誌(D-II). J85-D-II・1. 149-152 (2002)

    • Related Report
      2001 Annual Research Report
  • [Publications] 藤田広志・他3名: "大腸CT画像におけるコンピュータ支援診断システムの構築"電子情報通信学会技術研究報告. 101・581. 37-40 (2002)

    • Related Report
      2001 Annual Research Report
  • [Publications] 藤田広志・他5名: "Development of an automated method for detecting mammographic masses with a partial loss of region"IEEE Transactions on Medical Imaging. 20・12. 1209-1214 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] 藤田広志・他4名: "乳房X線写真のスケッチ画作成支援システムの開発"医用電子と生体工学. 39・4. 297-304 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] 藤田広志・他4名: "Automated detection of pulmonary nodules in herical CT images based on an improved template-matching technique"IEEE Transactions on Medical Imaging. 20・7. 595-604 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] 藤田広志・他4名: "医用画像情報学(印刷中)"南山堂. (2002)

    • Related Report
      2001 Annual Research Report

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Published: 2001-04-01   Modified: 2016-04-21  

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