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Estimation of the marbled score in live beef cattle based on ICA and US texture information

Research Project

Project/Area Number 23500238
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Perception information processing/Intelligent robotics
Research InstitutionNational Institute of Advanced Industrial Science and Technology

Principal Investigator

FUKUDA OSAMU  独立行政法人産業技術総合研究所, 生産計測技術研究センター, 主任研究員 (20357891)

Project Period (FY) 2011 – 2013
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥4,810,000 (Direct Cost: ¥3,700,000、Indirect Cost: ¥1,110,000)
Fiscal Year 2013: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2012: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Fiscal Year 2011: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Keywords超音波 / パターン認識 / 畜産 / 独立成分分析 / 超音波画像 / テクスチャ
Research Abstract

To accurately estimate the Beef Marbling Standard(BMS) number of live cattle using ultrasound echo imagings, we have developed a image recognition method by use of a neural network. We examine the efficiency of applying Independent Component Analysis(ICA) to the compression of multidimensional image features. We have implemented the estimation tests by use of ultrasound echo imagings measured from live cattles. The estimation accuracy was evaluated based on the cross validation method. The results confirmed that the correlation coefficient between the actual and the estimated values was higher by ICA (R=0.70, p<0.01) than by PCA (R=0.62, p<0.01). Also, we conducted the comparison experiments between the ICA based estimation and the estimation by an experienced inspector. The both methods examined the same ultrasound images. As a result, we confirmed that the proposed method had much the same capability as the experienced inspector to estimate BMS number.

Report

(4 results)
  • 2013 Annual Research Report   Final Research Report ( PDF )
  • 2012 Research-status Report
  • 2011 Research-status Report
  • Research Products

    (10 results)

All 2014 2013 2012

All Journal Article (4 results) (of which Peer Reviewed: 4 results) Presentation (6 results)

  • [Journal Article] Estimation of Marbling Score in Live Cattle Based on Dynamic Ultrasound Image Using Neural Network2014

    • Author(s)
      Fukuda, N. Nabeoka, T. Miyajima
    • Journal Title

      Proceedings of the 19th International Conference on Systems, Signals and Image Processing

      Pages: 1-4

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Estimation of Marbling Score in Live Cattle Based on ICA and a Neural Network2013

    • Author(s)
      Fukuda, N. Nabeoka, T. Miyajima
    • Journal Title

      Proceedings of the IEEE International Conference on Systems, Man, and Cybernetics

      Pages: 1622-1627

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Estimation of Marbling Score in Live Cattle Based on ICA and a Neural Network2013

    • Author(s)
      O. FUKUDA, N. NABEOKA, T. MIYAJIMA
    • Journal Title

      Proceedings of the IEEE International Conference on Systems, Man, and Cybernetics

      Volume: 1 Pages: 1622-1627

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Estimation of Marbling Score in Live Cattle based on Dynamic Ultrasound Image Using a Neural Network2012

    • Author(s)
      43. O. FUKUDA,N. NABEOKA,T. MIYAJIMA
    • Journal Title

      Proceedings of the 19th International Conference on Systems, Signals and Image Processing

      Volume: 1 Pages: 1-4

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Presentation] O. Estimation of Marbling Score in Live Cattle Based on ICA and a Neural Network2013

    • Author(s)
      Fukuda, N. Nabeoka, T. Miyajima
    • Organizer
      The IEEE International Conference on Systems, Man, and Cybernetics
    • Place of Presentation
      Manchester, England
    • Year and Date
      2013-10-15
    • Related Report
      2013 Final Research Report
  • [Presentation] 独立成分分析と熟練専門技術者による肥育牛エコー画像のテクスチャ分類2013

    • Author(s)
      福田修,鍋岡奈津子,宮島
    • Organizer
      ロボティクス・メカトロニクス講演会
    • Place of Presentation
      つくば
    • Related Report
      2013 Annual Research Report
  • [Presentation] 独立成分分析による肉牛の超音波エコー画像識別2012

    • Author(s)
      福田修, 鍋岡奈津子
    • Organizer
      ロボティクス・メカトロニクス講演会
    • Place of Presentation
      浜松
    • Year and Date
      2012-05-28
    • Related Report
      2013 Final Research Report 2012 Research-status Report
  • [Presentation] Estimation of Marbling Score in Live Cattle based on Dynamic Ultrasound Image Using Neural Network2012

    • Author(s)
      O. Fukuda, N. Nabeoka, T. Miyajima
    • Organizer
      The 19th International Conference on Systems, Signals and Image Processing
    • Place of Presentation
      Vienna, Austria
    • Year and Date
      2012-04-12
    • Related Report
      2013 Final Research Report
  • [Presentation] ニューラルネットを利用した超音波エコー画像のテクスチャ分類2012

    • Author(s)
      福田修
    • Organizer
      第24回バイオエンジニアリング講演会論文集
    • Place of Presentation
      大阪
    • Year and Date
      2012-01-07
    • Related Report
      2013 Final Research Report
  • [Presentation] ニューラルネットを利用した超音波エコー画像のテクスチャ分類2012

    • Author(s)
      福田 修
    • Organizer
      第24回バイオエンジニアリング講演会論文集
    • Place of Presentation
      大阪府,大阪大学
    • Related Report
      2011 Research-status Report

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Published: 2011-08-05   Modified: 2019-07-29  

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