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Development of Automatic Diagnostic System of Pneumoconiosis Using Computed Radiography Chest X-ray Images

Research Project

Project/Area Number 63870043
Research Category

Grant-in-Aid for Developmental Scientific Research

Allocation TypeSingle-year Grants
Research Field Radiation science
Research InstitutionTokyo University of Agriculture & Technology

Principal Investigator

KOBATAKE Hidefumi  Tokyo Univ. of Agri. & Tech., Faculty of Technology Professor, 工学部, 教授 (80013720)

Co-Investigator(Kenkyū-buntansha) SHIDA Hisao  Rosai Hospital for Silicosis, Division of Radiology Department Manager, 放射線科, 部長
TATENO Yukio  National Institute of Radiological Sciences, Clinical Research Div. Department M, 臨床研究部, 部長
HOSODA Yutaka  Radiation Effects Research Found., Clinical Research Division, Department Manage, 臨床研究部, 部長
NOBECHI Tokuro  St. Luke's International Hospital, Advisor, 顧問
大森 隆司  東京農工大学, 工学部, 助教授 (50143384)
Project Period (FY) 1988 – 1989
Project Status Completed (Fiscal Year 1989)
Budget Amount *help
¥17,300,000 (Direct Cost: ¥17,300,000)
Fiscal Year 1989: ¥4,600,000 (Direct Cost: ¥4,600,000)
Fiscal Year 1988: ¥12,700,000 (Direct Cost: ¥12,700,000)
KeywordsPneumoconiosis / Computed radiography / Automatic diagnosis / Texture analysis / Image processing / Standard film / Computer diagnosis / テクスチャ解析 / パターン認識
Research Abstract

The advent of increased government involvement in occupational health maintenance is requiring new approaches to medical decision making. The automatic mass diagnostic screening of medical films for the detection of a specific abnormality could one of promising approaches.
This project is to develop an automatic diagnostic system of pneumoconiosis which is based on the Computed Radiography (CR). CR system is a new X-ray imaging system which produce high quality x-ray images and its equality makes it easy to develop stable automatic diagnostic system.
The summary of the project is as follows: (1) More than 70 CR Tilmis of pneumoconiosis have been collected. Expert readers evaluated the profusion of opacities of pneumoconiosis of these files. From these results, pneumoconiosis CR file data base has been constructed. (2) Five fundamental methods for evaluating profusion of opacities have been developed. The correct classification rates of them ranges from 70 to 8 percent for normal/abnormal classification. (3) Synthetic diagnostic system has been developed, which is based on the methods mentioned above. Its correct classification rate for normal/abnormal decision is 90 percent. This score is obtained from partial region of chest x-ray images and then we can expect that the overall decision will be much higher.
These results show than the synthetic system is promising for the realization of automatic diagnostic system. We will continue to improve each method and try to attain much higher correct decision rate.

Report

(3 results)
  • 1989 Annual Research Report   Final Research Report Summary
  • 1988 Annual Research Report
  • Research Products

    (19 results)

All Other

All Publications (19 results)

  • [Publications] 渡辺敏広,小畑秀文: "局所パタ-ン処理に基づくじん肺陰影検出と自動診断" 計測自動制御学会論文集. 25. 792-799 (1989)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] Hidefumi,KOBATAKE: "Toward synthetic diagnosis by computer" Proc.3rd Japan-French Joint Conf.on Biomedical Eleotronics. 184-188 (1989)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] 松本徹,飯沼武,舘野之男,福久健二郎: "胸部X線診断の客観的評価" 臨床画像. 5. 98-104 (1989)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] 松本徹: "画像診断の正診率と誤診率" 群馬県核医学研究会会誌. 4. 41-49 (1989)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] 松本徹: "BVC解析" 臨床放射線. 34. 1539-1547 (1989)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] Hidefumi Kobatake: "Identification of small opacities of pneumoconiosis and its application to automatic diagnosis" Proc. IECON. 976-981 (1988)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] Kazunori Namiki: "Classification of pneumoconiosis by fractal analysis" Trans. of the Instrument and Control Engineers. Vol.24. 1107-1109 (1988)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] Toshihiro Watanabe: "Detection of pneumoconiosis opacities by local pattern processing and its application to automatic diagnosis" Trans. of the Society of Instrument and Control Engineers. Vol.25. 792-799 (1989)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] Hidefumi Kobatake: "Toward synthetic diagnosis of pneumoconiosis by computer" Proc. 3rd Japan-French Joint Conf. on Biomedical Electronics, 1989. 184-188

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] 渡辺敏広,小畑秀文: "局所パタ-ン処理に基づくじん肺陰影検出と自動診断" 計測自動制御学会論文集. 25. 792-799 (1989)

    • Related Report
      1989 Annual Research Report
  • [Publications] Hidefumi Kobatake: "Toward synthetic diagnosis of pneumoconiosis by Computer" Proc.3rd Japan-French Joint Conf.on Biomedical Electronics. 184-188 (1989)

    • Related Report
      1989 Annual Research Report
  • [Publications] 松本徹,飯沼武,舘野之男,福久健二郎: "胸部X線診断の客観的評価" 臨床画像. 5. 98-104 (1989)

    • Related Report
      1989 Annual Research Report
  • [Publications] 松本徹: "画像診断の正診率と誤診率" 群馬県核医学研究会会誌. 4. 41-49 (1989)

    • Related Report
      1989 Annual Research Report
  • [Publications] 松本徹: "BVD解析" 臨床放射線. 34. 1539-1547 (1989)

    • Related Report
      1989 Annual Research Report
  • [Publications] T.Watanabe;H.Kobatake: Proc.Int.Pneumo.Conf.August. (1988)

    • Related Report
      1988 Annual Research Report
  • [Publications] H.Kobatake;A.Kubo: Proc.IECON. Dct.976-981 (1988)

    • Related Report
      1988 Annual Research Report
  • [Publications] 並木和則,小畑秀文: 計測自動制御学会論文誌. 24. 1106-1108 (1988)

    • Related Report
      1988 Annual Research Report
  • [Publications] 福久健二郎,松本徹,舘野之男: 放射線医学大系. 1B. 271-292 (1989)

    • Related Report
      1988 Annual Research Report
  • [Publications] 舘野之男: Biomedica. 3. 576-580 (1988)

    • Related Report
      1988 Annual Research Report

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Published: 1988-04-01   Modified: 2016-04-21  

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