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Medical image recognition of lungs regions for multi-slice CT images by using the revised GMDH-type neural networks.

Research Project

Project/Area Number 15560349
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field System engineering
Research InstitutionThe University of Tokushima

Principal Investigator

JUNJI Ueno  The University of Tokushima, School of Health Sciences, Professor, 医学部, 教授 (60116788)

Co-Investigator(Kenkyū-buntansha) KONDO Tadashi  The University of Tokushima, School of Health Sciences, Professor, 医学部, 教授 (80205559)
KONDO Kazuya  The University of Tokushima, Graduate School of Medicine, Lecturer, 大学院・ヘルスバイオサイエンス研究部, 講師 (10263815)
Project Period (FY) 2003 – 2004
Project Status Completed (Fiscal Year 2004)
Budget Amount *help
¥1,800,000 (Direct Cost: ¥1,800,000)
Fiscal Year 2004: ¥600,000 (Direct Cost: ¥600,000)
Fiscal Year 2003: ¥1,200,000 (Direct Cost: ¥1,200,000)
KeywordsMedical image recognition / Neural networks / X-ray CT image / GMDH
Research Abstract

In this study, we developed the revised GMDH (Group Method of Data Handling)-type neural network algorithms which can automatically organize the optimum neural network architectures fitting the characteristics of X-ray CT images of the lungs and applied this developed algorism to medical image recognition of the lungs. In these algorithms, the optimum neural network architecture is automatically selected from three types of neural network architectures such as sigmoid function type neural networks, RBF (Radial Basis Function) type neural networks and polynomial type neural networks. Furthermore, the structural parameters such as the number of layers, the number of neurons in the hidden layers and optimum neuron architectures are automatically selected so as to minimize the prediction error criterion defined as AIC ( Akaike's Information Criterion) or PSS (Prediction Sum of Squares). These algorithms have another ability of self-selecting the optimum input variables from many image characteristics so as to minimize the prediction error criterion AIC or PSS. Therefore, we can easily these revised GMDH-type neural network algorithms to the medical image recognition because the optimum neural network architecture fitting the medical image characteristics is automatically organized.
In this study, we are applying these revised GMDH-type neural network algorithms to the medical image recognition of the lungs and we organize the optimum neural network architectures fitting the image characteristics of the lungs. By using the organized neural networks in the computer, the regions of the lungs of the X-ray CT images are automatically extracted with the good accuracy.

Report

(3 results)
  • 2004 Annual Research Report   Final Research Report Summary
  • 2003 Annual Research Report
  • Research Products

    (38 results)

All 2005 2004 2003 Other

All Journal Article (33 results) Publications (5 results)

  • [Journal Article] Revised GMDH-type Neural Networks using AIC or PSS Criterion and Their Application to the Medical Image Recognition2005

    • Author(s)
      Tadashi Kondo
    • Journal Title

      Journal of Advanced Computational Intelligence and Intelligent Informatics, (in press)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Medical Image Recognition by using the Revised GMDH-type Neural Network Self-selecting the Optimum Neural Network Architecture2005

    • Author(s)
      Tadashi Kondo
    • Journal Title

      Proceedings of the First International Conference on Complex Medical Engineering CME2005. (in press)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Revised GMDH-type Neural Networks using AIC or PSS Criterionand Their Application to the Medical Image Recognition2005

    • Author(s)
      Tadashi Kondo
    • Journal Title

      Journal of Advanced Computational Intelligence and Intelligent Informatics (in press)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Medical Image Recognition by using the Revised GMDH-type Neural Network Self-selecting the Optimum Neural Network Architecture2005

    • Author(s)
      Tadashi Kondo
    • Journal Title

      Proceedings of the First International Conference on Complex Medical Engineering CME2005 (in press)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Annual Research Report 2004 Final Research Report Summary
  • [Journal Article] Revised GMDH-type Neural Networks using AIC or PSS Criterion and Their Application to the Medical Image Recognition2005

    • Author(s)
      Tadashi Kondo
    • Journal Title

      Journal of Advanced Computational Intelligence and Intelligent Informatics (in press)

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Identification of the Radial Basis Function Networks by using the Multi-Layered GMDH-type Neural network Algorithm2004

    • Author(s)
      Tadashi Kondo
    • Journal Title

      Intelligent Engineering Systems through Artificial Neural Networks (ASME press.) Vol.14

      Pages: 131-136

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Medical Image Recognition by using the Multi-Layered GMDH-type Neural Networks with Radial Basis Functions2004

    • Author(s)
      Tadashi Kondo
    • Journal Title

      Intelligent Engineering Systems through Artificial Neural Networks (ASME press.) Vol.14

      Pages: 785-790

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Revised GMDH-type Neural Networks using Prediction Error Criterion AIC and PSS.2004

    • Author(s)
      Tadashi Kondo
    • Journal Title

      Proceeding of the Joint 2^<nd> International Conference on Soft Computing and Intelligent Systems and 5^<th> International Symposium on Advanced Intelligent Systems. WP-6-4

      Pages: 1-6

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Identification of the Multi-layered Neural Networks by Revised GMDH-type Neural Network Algorithm with PSS Criterion2004

    • Author(s)
      Tadashi Kondo
    • Journal Title

      Knowledge-Based Intelligent Information and Engineering Systems.

      Pages: 1051-1059

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Revised GMDH-type neural networks using PSS criterion.2004

    • Author(s)
      Tadashi Kondo
    • Journal Title

      Proceedings of the 47^<th> IEEE Midwest Symposium on Circuits and Systems.

      Pages: 81-84

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Three-Dimensional Imaging of Thoracic Diseases with Multi-detector row CT2004

    • Author(s)
      Junji Ueno
    • Journal Title

      Jounal of Medical Investigation Vol.51・No.3, 4

      Pages: 163-170

    • NAID

      110002239179

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Identification of the Radial Basis Function Networks by using the Multi-Layered GMDH-type Neural network Algorithm.2004

    • Author(s)
      Tadashi Kondo
    • Journal Title

      Intelligent Engineering Systems through Artificial Neural Networks, ASME press Vol.14

      Pages: 131-136

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Medical Image Recognition by using the Multi-Layered GMDH-type Neural Networks with Radial Basis Functions.2004

    • Author(s)
      Tadashi Kondo
    • Journal Title

      Intelligent Engineering Systems through Artificial Neural Networks, ASME press Vol.14

      Pages: 785-790

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Revised GMDH-type Neural Networks using Prediction Error Criterion AIC and PSS.2004

    • Author(s)
      Tadashi Kondo
    • Journal Title

      Proceedings of the Joint 2^<nd> International Conference On Soft Computing and Intelligent Systems and 5^<th> International Symposium. on Advanced Intelligent Systems WP-6-4

      Pages: 1-6

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Identification of the Multi-layered Neural Networks by Revised GMDH-type Neural Network Algorithm with PSS Criterion.2004

    • Author(s)
      Tadashi Kondo
    • Journal Title

      Knowledge-Based Intelligent Information and Engineering Systems Springer

      Pages: 1051-1059

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Revised GMDH-type neural networks using PSS criterion.2004

    • Author(s)
      Tadashi Kondo
    • Journal Title

      Proceedings of the 47th IEEE Midwest Symposium on Circuits and Systems

      Pages: 81-84

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Three-Dimensional Imaging of Thoracic Diseases with Multi-detector row CT2004

    • Author(s)
      Junji Ueno
    • Journal Title

      Jounal of Medical Investigation Vo1.51, No. 3, 4

      Pages: 163-170

    • NAID

      110002239179

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Identification of the Radial Basis Function Networks by using the Multi-Layered GMDH-type Neural network Algorithm2004

    • Author(s)
      Tadashi Kondo
    • Journal Title

      Intelligent Engineering Systems through Artificial Neural Networks(ASME press) Vol.14

      Pages: 131-136

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Medical Image Recognition by using the Multi-Layered GMDH-type Neural Networks with Radial Basis Functions.2004

    • Author(s)
      Tadashi Kondo
    • Journal Title

      Intelligent Engineering Systems through Artificial Neural Networks(ASME press) Vol.14

      Pages: 785-790

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Revised GMDH-type Neural Networks using Prediction Error Criterion AIC and PSS.2004

    • Author(s)
      Tadashi Kondo
    • Journal Title

      Proceeding of the Joint 2^<nd> International Conference on Soft Computing and Intelligent Systems and 5^<th> International Symposium on Advanced Intelligent Systems WP-6-4

      Pages: 1-6

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Identification of the Multi-layered Neural Networks by Revised GMDH-type Neural Network Algorithm with PSS Criterion2004

    • Author(s)
      Tadashi Kondo
    • Journal Title

      Knowledge-Based Intelligent Information and Engineering Systems(Springer)

      Pages: 1051-1059

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Revised GMDH-type neural networks using PSS criterion.2004

    • Author(s)
      Tadashi Kondo
    • Journal Title

      Proceedings of the 47^<th> IEEE Midwest Symposium on Circuits and Systems

      Pages: 81-84

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Three-Dimensional Imaging of Thoracic Diseases with Multi-detector row CT2004

    • Author(s)
      Junji Ueno
    • Journal Title

      Jounal of Medical Investigation Vol.51・N0.3,4

      Pages: 163-170

    • NAID

      110002239179

    • Related Report
      2004 Annual Research Report
  • [Journal Article] GMDH-type Neural Network Algorithm with Sigmoid Functions2003

    • Author(s)
      Tadashi Kondo
    • Journal Title

      International Journal of Knowledge-based Intelligent Engineering Systems Vol.7・No.4

      Pages: 198-205

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Modeling of X-ray CT image by using revised GMDH-type neural networks with sigmoid functions2003

    • Author(s)
      Tadashi Kondo
    • Journal Title

      Proceeding of IEEE international symposium on computational intelligence in robotics and automation. No.SA2-III-1

      Pages: 1-6

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Recognition of X-ray images by using revised GMDH-type neural networks2003

    • Author(s)
      Tadashi Kondo
    • Journal Title

      Knowledge-based Intelligent Information and Engineering Systems

      Pages: 849-855

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Structural identification of the multi-layered neural networks by using revised GMDH-type neural network algorithm with a feedback loop2003

    • Author(s)
      Tadashi Kondo
    • Journal Title

      Proceeding of the 42th SICE annual conference 2003 No.WA-11-1

      Pages: 2806-2811

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Revised GMDH-type neural networks with radial basis functions and their application to medical image recognition of stomach2003

    • Author(s)
      Tadashi Kondo
    • Journal Title

      A Journal of Mathematical Modeling and Simulation in Systems Analysis Vol.43・No.10

      Pages: 1363-1376

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] GMDH-type Neural Network Algorithm with Sigmoid Functions.2003

    • Author(s)
      Tadashi Kondo
    • Journal Title

      International Journal of Knowledge-based Intelligent Engineering Systems Vo1.7, No.4

      Pages: 198-205

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Modeling of X-ray CT image by using revised GMDH-type neural networks with sigmoid functions2003

    • Author(s)
      Tadashi Kondo
    • Journal Title

      Proceeding of IEEE international symposium on computational intelligence in robotics and automation No. SA2-III-1

      Pages: 1-6

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Recognition of X-ray images by using revised GMDH-type neural networks.2003

    • Author(s)
      Tadashi Kondo
    • Journal Title

      Knowledge-based Intelligent Information and Engineering Systems

      Pages: 849-855

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Structural identification of the multi-layered neural networks by using revised GMDH-type neural network algorithm with a feedback loop.2003

    • Author(s)
      Tadashi Kondo
    • Journal Title

      Proceeding of the 42th SICE annual conference 2003 No.WA-11-1

      Pages: 2806-2811

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Revised GMDH-type neural networks with radial basis functions and their application to medical image recognition of stomach.2003

    • Author(s)
      Tadashi Kondo
    • Journal Title

      A Journal of Mathematical Modeling and Simulation in Systems Analysis Vo1.43, No.10

      Pages: 1363-1376

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Publications] T.Kondo: "Revised GMDH-type neural networks with radial basis function and their application to medical image recognition of stomach"A Journal of Mathematical Modeling and simulation in Systems Analysis. Vol.43,No.10. 1363-1376 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] T.Kondo, A.S.Pandya: "GMDH-type Neural Network Algorithm with Sigmoid Functions"International Journal of Knowledge-based Intelligent Engineering Systems. Vol.7,No.4. 198-205 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] T.Kondo, A.S.Pandya: "Modeling of X-ray CT image by using revised GMDH-type neural networks with sigmoid functions"Proceeding of IEEE international symposium on computational intelligence in robotics and automation. No.SA2-III-1. 1-6 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] T.Kondo, A.S.Pandya: "Recognition of X-ray images by using revised GMDH-type neural networks"Knowledge-based Intelligent Information and Engineering Systems. Vo.2. 849-855 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] T.Kondo, A.S.Pandya: "Structural identification of the multi-layered neural networks by using revised GMDH-type neural network algorithm with a feedback loop"Proceeding of the 42th SICE annual conference 2003. No.WAII-11-1. 2806-2811 (2003)

    • Related Report
      2003 Annual Research Report

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Published: 2003-04-01   Modified: 2016-04-21  

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