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DEVELOPMENT OF COMPUTER-AIDED DIAGNOSTIC SYSTEM USING X-RAY IMAGE FEACHER ANALYSIS

Research Project

Project/Area Number 04454503
Research Category

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

Allocation TypeSingle-year Grants
Research Field 基礎獣医学
Research InstitutionHIROSHIMAUNIVERSITY

Principal Investigator

WADA Takuro (1993)  HIROSIMA UNI.SCH.OF DENTISTRY,PROFESSOR, 歯学部, 教授 (10028756)

小寺 吉衛 (1992)  広島大学, 歯学部・附属病院, 講師 (10124794)

Co-Investigator(Kenkyū-buntansha) KODERA Yoshie  KINKI UNIV.FACULTY OF ENG.ASSOCIATE PROFESSOR, 工学部, 助教授 (10124794)
OHTSUKA Masahiko  HIROSIMA UNI.SCH.OF DENTISTRY RESEARCH ASSOCIATE, 歯学部, 助手 (20233182)
SUEI Yoshikazu  HIROSIMA UNI.SCH.OF DENTISTRY RESEARCH ASSOCIATE, 歯学部, 助手 (10206378)
TANIMOTO Keiji  HIROSIMA UNI.SCH.OF DENTISTRY ASSOCIATE PROFESSOR, 歯学部, 助教授 (10116626)
藤田 實  広島大学, 歯学部・附属病院, 講師 (90116658)
和田 卓郎  広島大学, 歯学部, 教授 (10028756)
Project Period (FY) 1992 – 1993
Project Status Completed (Fiscal Year 1993)
Budget Amount *help
¥1,200,000 (Direct Cost: ¥1,200,000)
Fiscal Year 1993: ¥1,200,000 (Direct Cost: ¥1,200,000)
KeywordsComuter-aided dianostic system / Medical x-ray image / Neural network / Image processing / Diferential dianosis / 診断支援システム / 特徴抽出 / ニューラルネットワーク理論 / ディジタル医用X線画像 / X線量子モトル / 患者被曝線量低減
Research Abstract

In this study, some restration methods for the x -ray images with optical blurs and quantum mottles were developed by considering each physical mechanism of the medical x-ray image formation. More specifically, the optical blurs were first deterministically cleared away by using the transfer characteristic of the laser scanner, the characteristic curve of the film, the logarithmic transformation of the optical density and a pseud-invers filter based on the point spread function. Next, two restoration methods for remaining quantum mottles were derived from the basis of a Bayrs' theorem. One was a wide sensive digital filter of a stochastic type using the statistical properties of quantum mottles. Another was a new extended regression model that might have a little information lack and a simple experimental regression model. Thus, the quantum mottles were statistically removed. A computer-aided diagnostic (CAD) system using these filters is developed and applied for oral radiology. Denti … More gerous cyst, odontogenic keratocyst and ameloblastoma in maxillofacial region occur frequently, but their recuperations are diffrent. Then it is necessary to make an exact differential diagnosis, although their symptoms are similar to one another. As a pilot study, we investigated statistical methods using a logistic regression and neural network. Under these studies, we presented as "Differential diagnosis by neural network and statistical analysis in oral radiology" in the 12th Annual eeting Japanese Association of Medical Physics in July 1995. And, we also presented as "Radiographic differential diagnosis among dentigerous cyst, odontogenic keratocyst and ameloblastma using statistical methods and neural networrk" in the 36th Japanese Society for Oral and Maxillofacial Radiology Annual meeting in September 1995. Based on these results, in 1996, we constructed the system and accumulated data. Kodera presented as "Radiographic differentiial diagnosis in dental region using expert system" in teh 37th Japanese Society for Oral and Maxillofacial Radiology Annual meeting in September 1996. Finally, we evaluated clinically the developed system in HIroshima University, namely dentists evaluated and confirmed the deffectiveness of these methods. The method proposed in this study was applied to the other area in dental images. Less

Report

(3 results)
  • 1993 Annual Research Report   Final Research Report Summary
  • 1992 Annual Research Report
  • Research Products

    (13 results)

All Other

All Publications (13 results)

  • [Publications] M.Ohta et.al: "A new restoration methed for medical x-ray images with optical blars and quantum mottles" Trans of IEICE. E73. 670-678 (1990)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] 福田 昌弘 他: "CRT観察系における低コントラスト物質の検出能-CT画像について-" 日本放射線技術学会雑誌. 46. 890-895 (1990)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] 太田 光雄: "拡張した回帰分析法による医用X線画像の一復元" 電子情報通信学会論文誌D-II. J74-D-II. 442-452 (1991)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] M.Ogawa et.al: "Image salvage in panoramic radiography using histogram optimization" Dentomaxillofacial Radiology. 20. 93-99 (1991)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] 小寺 吉衛 他: "ディジタルX線画像系の感度に対する一提案" 日本放射線技術学会雑誌. 52. 1589-1592 (1996)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] 小寺 吉衛: "ディジタルX線画像の画質と被曝線量について" 画像通信. 20. 34-36 (1997)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] M.Ohta, A.Ikuta, Y.Mitani, Y.Kodera, M.Ogawa, M.Fujita and T.Wada: "A new restoration method for medical x-ray images with optical blurs and quantum mottles." Trans.of IEICE. E73,5. 670-678 (1990)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] A.Hashida, A.Ohtsuka, J.Morishita, Y.Kodera, S.Yamauchi, K.Ueda, H.Mukae and T.Nakanishi: "The detectability of simulated low-contrast objects in the CT images on a CRT." Japanese Jourmal of Radiological Technology. 46,7. 890-895 (1990)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] M.Ohta, A.Ikuta, Y.Mitani, Y.Kodera, M.Ogawa, M.Fujita and T.Wada: "Arestration method of medical x-ray images based on an extended regression analysis method." Trans.of IEICE. D-II,J74-D-II,3. 442-452 (1991)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] M.Ogawa, K.Tanimoto, Y.Kodera, Y.Suei, A.Taguchi, S.Tomita, Y.Furuki, M.Fujita and T.Wada: "Image salvage in panoramic radiography using histogram optimization." Dentomaxillofacial Radiol.20. (1991)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] K.Hatakeyama, M.Ohta, Y.Kodera, M.Fujita and T.Wada: "A state estimation method for stochastic systems by using a wide-sense digital filter with smoother in a hierarchical form and its applications to the restoration of degraded medical x-ray images" Proceedings of the 26th ISCIE Intemational Symposium on Stochastic Systems Theory and Its Applications. 39-44 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] A.Ikuta, M.Ohta, Y.Kodera, M.Fujita and T.Wada: "An improved stochastic restoration method using digital filter for medical x-ray images contaminated by quantum mottles" MEDICAL IMAGING TECHNOLOGY. 13,1. 85-98 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] S.Miyata, M.Ohta, K.Ito, K.Hayami, K.Naito and Y.Kodera: "A study on the statistical characteristics of speckle in ultrasonic B-mode imaging" Acustica. 81. 84-89 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary

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Published: 1993-04-01   Modified: 2016-04-21  

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