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Development of Computer-Aided Diagnosis System in Screening Digital Chest Radiographs

Research Project

Project/Area Number 08671046
Research Category

Grant-in-Aid for Scientific Research (C)

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

Principal Investigator

KATSURAGAWA Shigehiko  Iwate Medical University, Medical Engineering, Assistant Professor, 医学部, 講師 (60021630)

Project Period (FY) 1996 – 1997
Project Status Completed (Fiscal Year 1997)
Budget Amount *help
¥1,700,000 (Direct Cost: ¥1,700,000)
Fiscal Year 1997: ¥500,000 (Direct Cost: ¥500,000)
Fiscal Year 1996: ¥1,200,000 (Direct Cost: ¥1,200,000)
Keywordsscreening chest radiography / computer-aided-diagnosis / digital radiography / Lung nodule / digital image processing / ディジタルラジオグラフィー
Research Abstract

I have developed a system of computer-aided diagnosis (CAD) in screening digital chest radiography for improvement of detection accuracy of lung nodules. CAD refers to a diagnosis by a radiologist taking into consideration the results of an automated computer analysis of radiographic images as a "second opinion." In this project, I improved a computerized detection method of lung nodules, which was developed previously.In addition, I performed a preliminary research of temporal subtraction technique which can enhance the interval changes by subtracting a previous image from a current one.
1.I derived a new detection algorithm which increases the contrast of lung nodules with various sizes by using matched filters. I applied this method for 200 chest radiographs with lung nodules in order to investigate the detection accuracy. The detection performance was 79% of true positive at 1.7 false positives/image.
2.I derived a temporal subtraction technique with traslation, rotation and warping for matching previous and current images. I applied this technique for 876 pairs of previous and current images obtained by a mobile computed radiography (CR) system. 76.7% of subtraction images without misregistration artifacts were successfully provided.
3.I provided an image database including approximately 10,000 pairs of previous and current images during the term of this project.
4.My results indicates that this CAD system has a potential usefulness for radiologists to detect lung nodules in the screening chest radiography.

Report

(3 results)
  • 1997 Annual Research Report   Final Research Report Summary
  • 1996 Annual Research Report
  • Research Products

    (22 results)

All Other

All Publications (22 results)

  • [Publications] 佐々木 康夫: "CRTモニターでの比較読影による肺腫瘤性陰影検出能のROC解析を用いた定量的評価" 日本医学放射線学会雑誌. 56・5. 35-38 (1996)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] S.Katsuragawa: "Journal of Digital Imaging" Quantitaive analysis of geometric-pattern features of interstitial infiltrates in digital chest radiographs. 9・3. 137-144 (1996)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] 桂川 茂彦: "胸部単純X線写真におけるコンピュータ支援診断" 放射線医学物理. supp.48. 3-16 (1996)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] S.Katsuragawa: "Computer-aided diagnosis of interstitial disease in digital chest radiographs:Classification of nomal and abnomal lungs by rule-based method and artificial neural networks" Journal of Digital Imaging. 10・3. 108-114 (1997)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] T.Ishida: "Artificial neural networks in chest radiographs : Detection and characterization of interstitial lung disease" S.P.I.E.3034. 931-937 (1997)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] T.Ishida: "Computerized analysis of interstitial disease in chest radiographs: Improvement of geometric-pattern feature analysis" Medical Physics. 24・6. 915-924 (1997)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] 岡部 哲夫: "医用放射線科学講座 第14巻 医用画像工学" 医歯薬出版株式会社, 300 (1997)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] Y.Sasaki: "Quantitative analysis of clinical usefulness of CRT monitor diagnosis by using previous and current chest images with simulated lung nodules." Nippon Acta Radiologica. 56・5. 35-38 (1996)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] S.Katsuragawa: "Quantitative analysis of geometric-pattern features of interstitial infiltrates in digital chest radiographs." Journal of Digital Imaging. 9・3. 137-144 (1996)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] S.Katsuragawa: "Computer-aided diagnosis in digital chest radiographs." Japanese Journal of Medical physics Supplement. NO.48. 3-16 (1996)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] S.Katsuragawa: "Classification of normal and abnormal lungs with interstitial diseases by rule-based method and artificial neural networks." Journal of Digital Imaging. 10・3. 108-114 (1997)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] T.Ishida: "Artificial neural networks in chest radiographs : Detection and characterization of interstitial lung disease." S.P.I.E.3034. 931-937 (1997)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] T.Ishida: "Computerized analysis of interstitial disease in chest radiographs : Improvement of geometric-pattern feature analysis." Medical Physics. 24・6. 915-924 (1997)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] T.Okabe: Radiological Science : 14 Medical Imaging. Ishiyaku Publishers Inc., Tokyo, 300 (1997)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1997 Final Research Report Summary
  • [Publications] 桂川茂彦: "画像計測・理解-CADの導入-" 日本放射線技術学会雑誌. 53・4. 474-477 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] Shigehiko Katsuragawa: "Computer-aided diagnosis of interstitial disease in digital chest radiographs : Classification of normal and abnormal lungs by rule-based method and artificial neural networks" Journal of Digital Imaging. 10・3. 108-114 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] Takayuki Ishida: "Artificial neural networks in chest radiographs : Detection and characterization of interstitial lung disease" SPIE. 3034. 931-937 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] Takayuki Ishida: "Computerized analysis of interstitial disease in chest radiographs : Improvement of geometric-pattern feature analysis" Medical Physics. 24・6. 915-924 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] 岡部哲夫: "医用放射線科学講座 第14巻 医用画像工学" 医歯薬出版, 299 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] Shigehiko Katsuragawa: "Computer-aided diagnosis of interstitial disease in digital chest radiographs : Classification of normal and abnormal lungs by rule-based method and artificial neural networks" Journal of Digital Imaging. 9・3. 137-144 (1996)

    • Related Report
      1996 Annual Research Report
  • [Publications] 桂川茂彦: "胸部単純X線写真におけるコンピュータ支援診断" 放射線医学物理. Sup.・48. 3-16 (1996)

    • Related Report
      1996 Annual Research Report
  • [Publications] 佐々木康夫: "CRTモニターでの比較読影による肺腫瘤性陰影検出能のROC解析を用いた定量的評価" 日本医学放射線学会雑誌. 56・5. 275-278 (1996)

    • Related Report
      1996 Annual Research Report

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Published: 1996-04-01   Modified: 2016-04-21  

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