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Development of precision livestock oriented high-speed serum vitamin A prediction method to produce high-quality beef with high marbling standard

Research Project

Project/Area Number 23380153
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Agricultural information engineering
Research InstitutionKyoto University

Principal Investigator

KONDO Naoshi  京都大学, (連合)農学研究科(研究院), 教授 (20183353)

Co-Investigator(Kenkyū-buntansha) OGAWA Yuichi  京都大学, 大学院・農学研究科, 准教授 (20373285)
FUKUSHIMA Moriyuki  兵庫県立農林水産技術総合センター, その他部局等, 研究員 (60463395)
Project Period (FY) 2011-04-01 – 2014-03-31
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥19,500,000 (Direct Cost: ¥15,000,000、Indirect Cost: ¥4,500,000)
Fiscal Year 2013: ¥5,330,000 (Direct Cost: ¥4,100,000、Indirect Cost: ¥1,230,000)
Fiscal Year 2012: ¥5,460,000 (Direct Cost: ¥4,200,000、Indirect Cost: ¥1,260,000)
Fiscal Year 2011: ¥8,710,000 (Direct Cost: ¥6,700,000、Indirect Cost: ¥2,010,000)
Keywords牛肉 / マシンビジョン / ビタミンA / 肉用牛 / 肉牛 / 画像処理 / 画像認識 / 精密畜産
Research Abstract

To produce high-quality beef with high marbling standard, Japanese Black cattle farmers usually manipulate the serum vitamin A in cattle at a minimum desired low level. In this study, we investigated experimentally on the estimation of the serum vitamin A by processing the pupil image. Pupil images of Japanese Black cattle were taken with a 2CCD camera. A fundus camera was also used. Blood assay was done to measure the serum vitamin A level. The result showed that the blue component ratio of the pupil image of cattle with lower vitamin A level tended to be small. Multivariate classification method using five variables (such as the red component ratio and intensity) was used. The result showed that mild and severe vitamin A deficiency groups could be classified with high classification rate. For the practical use, an automatic imaging equipment that can capture the pupil image frequently was made and tested.

Report

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

    (36 results)

All 2013 2012 2011

All Journal Article (4 results) (of which Peer Reviewed: 2 results) Presentation (32 results)

  • [Journal Article] Estimation of Serum Vitamin A Level by Color Change of Pupil in Japanese Black Cattle2013

    • Author(s)
      S. Han, N. Kondo, Y. Ogawa, S. Mano, Y. Takao, S. Tanigawa, M. Fukushima, O. Watanabe, N. Kohama, H. T. Kim, T. Fujiura
    • Journal Title

      Engineering in Agriculture, Environment and Food

      Volume: Vol.6 No.4 Pages: 177-183

    • NAID

      130004490129

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] 肉牛の個体別自動瞳孔画像計測装置の研究2013

    • Author(s)
      森迫龍也, 韓書慶, 谷川慎弥, 近藤直, 小川雄一, 藤浦建史, 福島護之, 小浜菜美子
    • Journal Title

      農業機械学会関西支部報

      Volume: 114号 Pages: 67-67

    • Related Report
      2013 Final Research Report
  • [Journal Article] Estimation of Serum Vitamin A Level by Color Change of Pupil in Japanese Black Cattle2013

    • Author(s)
      Shuqing Han, Naoshi Kondo, Yuichi Ogawa, Shoichi Mano, Yoshie Takao, Shinya Tanigawa, Moriyuki Fukushima, Osamu Watanabe, Namiko Kohama, Hyeon Tae Kim, Tateshi Fujiura
    • Journal Title

      Engineering in Agriculture, Environment and Food

      Volume: 6 Issue: 4 Pages: 177-183

    • DOI

      10.11165/eaef.6.177

    • NAID

      130004490129

    • ISSN
      1881-8366
    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 肉牛の個体別自動瞳孔画像計測装置の研究2013

    • Author(s)
      森迫龍也,韓書慶,谷川慎弥,近藤直,小川雄一,藤浦建史,福島護之,小浜菜美子
    • Journal Title

      農業機械学会関西支部報

      Volume: 114 Pages: 67-67

    • Related Report
      2013 Annual Research Report
  • [Presentation] 肉牛の個体別自動瞳孔画像計測装置の研究2013

    • Author(s)
      森迫龍也, 韓書慶, 谷川慎弥, 近藤直, 小川雄一, 藤浦建史, 福島護之, 小浜菜美子
    • Organizer
      農業機械学会関西支部第129回例会
    • Year and Date
      2013-03-05
    • Related Report
      2013 Final Research Report
  • [Presentation] Effects of Low Serum Vitamin A Level on Pupillary Light Reflex in Japanese Black Cattle2013

    • Author(s)
      Han
    • Organizer
      IFAC Bio- Robotics Conference
    • Related Report
      2013 Final Research Report
  • [Presentation] Sensing Technologies for Bio-material, food and Agriculture2013

    • Author(s)
      N. Kondo
    • Organizer
      Joint Plenary session, OPIC SeTBio'13
    • Related Report
      2013 Final Research Report
  • [Presentation] An Approach for Identification of Vitamin A Deficient Cattle by Pupillary Light Reflex Analysis in Japanese Black Cattle2013

    • Author(s)
      Shuqing Han
    • Organizer
      OPIC SeTBio'13
    • Related Report
      2013 Final Research Report
  • [Presentation] 高品質牛肉生産に向けた肉牛の眼の画像解析による血中ビタミンA濃度推定2013

    • Author(s)
      谷川慎弥, 近藤直, 小川雄一, 藤浦建史, 韓書慶, 森迫龍也, 福島護之, 小浜菜美子
    • Organizer
      農業食料工学会第72回年次大会
    • Related Report
      2013 Final Research Report
  • [Presentation] 精密畜産・精密水産を目指して2013

    • Author(s)
      近藤直
    • Organizer
      農業食料工学会第72回年次大会
    • Related Report
      2013 Final Research Report
  • [Presentation] Study on Identification of Vitamin A Deficient Cattle by Pupil Color Image and Pupillary Light Reflex Analysis2013

    • Author(s)
      Shuqing Han, Naoshi Kondo, Yuichi Ogawa, Shinya Tanigawa, Tateshi Fujiura, Tatsuya Morisako, Moriyuki Fukushima, Namiko Kohama
    • Organizer
      農業食料工学会関西支部130回例会
    • Related Report
      2013 Final Research Report
  • [Presentation] Sensing Technologies for Bio-material, food and Agriculture2013

    • Author(s)
      Naoshi.Kondo
    • Organizer
      SeTBio'13
    • Place of Presentation
      Pacifico, Yokohama
    • Related Report
      2013 Annual Research Report
  • [Presentation] An Approach for Identification of Vitamin A Deficient Cattle by Pupillary Light Reflex Analysis in Japanese Black Cattle2013

    • Author(s)
      Shuqing Han
    • Organizer
      SeTBio'13
    • Place of Presentation
      Pacifico, Yokohama
    • Related Report
      2013 Annual Research Report
  • [Presentation] 高品質牛肉生産に向けた肉牛の眼の画像解析による血中ビタミンA濃度推定2013

    • Author(s)
      谷川慎弥,近藤 直,小川 雄一,藤浦 建史,韓 書慶,森迫 龍也,福島 護之,小浜 菜美子
    • Organizer
      農業食料工学会
    • Place of Presentation
      帯広畜産大学
    • Related Report
      2013 Annual Research Report
  • [Presentation] 精密畜産・精密水産を目指して2013

    • Author(s)
      近藤 直
    • Organizer
      農業食料工学会
    • Place of Presentation
      帯広畜産大学
    • Related Report
      2013 Annual Research Report
  • [Presentation] 市販ビデオカメラを用いた黒毛和種肥育牛の眼底画像と血中ビタミンA濃度との関係2013

    • Author(s)
      福島護之,福薗一幸,吉川仲次,小浜菜美子,渡邊 理,近藤 直
    • Organizer
      第51回肉用牛研究会鳥取大会
    • Place of Presentation
      鳥取市 とりぎん文化会館
    • Related Report
      2013 Annual Research Report
  • [Presentation] Study on Identification of Vitamin A Deficient Cattle by Pupil Color Image and Pupillary Light Reflex Analysis2013

    • Author(s)
      Shuqing Han, Naoshi Kondo, Yuichi Ogawa, Shinya Tanigawa, Tateshi Fujiura, Tatsuya Morisako, Moriyuki Fukushima, Namiko Kohama
    • Organizer
      農業食料工学会関西支部
    • Place of Presentation
      三重大学
    • Related Report
      2013 Annual Research Report
  • [Presentation] 肉牛の個体別自動瞳孔画像計測装置の研究2013

    • Author(s)
      森迫龍也
    • Organizer
      農業機械学会関西支部129回例会
    • Place of Presentation
      神戸大学
    • Related Report
      2012 Annual Research Report
  • [Presentation] 肉牛の血中ビタミンA 濃度と瞳孔色変化における相関関係2012

    • Author(s)
      高尾美江, 谷川慎弥, 藤浦建史, 近藤直, 韓書慶, 小川雄一, 福島護之, 渡邊理, 小浜菜美子
    • Organizer
      農業機械学会関西支部第127回例会
    • Year and Date
      2012-03-05
    • Related Report
      2013 Final Research Report
  • [Presentation] 肉牛における眼球表面の光反射と血中ビタミンA 濃度の関係2012

    • Author(s)
      谷川慎弥, 高尾美江, 藤浦建史, 近藤直, 韓書慶, 小川雄一, 福島護之, 渡邊理, 小浜菜美子
    • Organizer
      農業機械学会関西支部第127回例会
    • Year and Date
      2012-03-05
    • Related Report
      2013 Final Research Report
  • [Presentation] 肉牛の血中ビタミンA濃度と瞳孔色変化における相関関係2012

    • Author(s)
      高尾美江・谷川慎弥・藤浦建史・近藤直・韓書慶・小川雄一・福島護之・渡邊理・小浜菜美子
    • Organizer
      農業機械学会関西支部第127回例会
    • Place of Presentation
      京都大学
    • Year and Date
      2012-03-05
    • Related Report
      2011 Annual Research Report
  • [Presentation] 肉牛における眼球表面の光反射と血中ビタミンA濃度の関係2012

    • Author(s)
      谷川慎弥・高尾美江・藤浦建史・近藤直・韓書慶・小川雄一・福島護之・渡邊理・小浜菜美子
    • Organizer
      農業機械学会関西支部第127回例会
    • Place of Presentation
      京都大学
    • Year and Date
      2012-03-05
    • Related Report
      2011 Annual Research Report
  • [Presentation] Estimation of Serum Vitamin A Level by Pupillary Light Analysis in Japanese Black Cattle2012

    • Author(s)
      Han Shuqing
    • Organizer
      農業機械学会関西支部128回例会
    • Place of Presentation
      鳥取大学
    • Related Report
      2012 Annual Research Report
  • [Presentation] Relationship between Light Reflection from the Eye and Serum Vitamin A Level in Beef Cattle2012

    • Author(s)
      Shinya Tanigawa
    • Organizer
      農業機械学会関西支部128回例会
    • Place of Presentation
      鳥取大学
    • Related Report
      2012 Annual Research Report
  • [Presentation] The Relationship between Serum Vitamin A Level of Japanese Black Cattle and Light Reflection on Pupil2011

    • Author(s)
      S. Tanigawa, N. Kondo, Y. Ogawa, T. Fujiura, S. Han, Y. Takao, M. Fukushima, O. Watanabe, N. Kohama
    • Organizer
      2011 IEEE/SICE International Symposium on Systems Interagration
    • Year and Date
      2011-12-20
    • Related Report
      2013 Final Research Report
  • [Presentation] Correlation between Serum Vitamin A Level and Pupil Color of Beef Cattle2011

    • Author(s)
      Y. Takao, N. Kondo, Y. Ogawa, S. Han, S. Tanigawa, T. Fujiura, M. Fukushima, O. Watanabe, N. Kohama
    • Organizer
      2011 IEEE/SICE International Symposium on Systems Integration
    • Year and Date
      2011-12-20
    • Related Report
      2013 Final Research Report
  • [Presentation] Machine Vision Based Prediction of Serum Vitamin A Level in Japanese Black Cattle by Pupil Reflex Analysis2011

    • Author(s)
      Han, N. Kondo, T. Fujiura, Y. Ogawa, Y. Takao, Tanigawa, M. Fuku, hima, O. Watanabe, N. Kohama
    • Organizer
      2011 IEEE/SICE International Symposium on Systems Integration
    • Year and Date
      2011-12-20
    • Related Report
      2013 Final Research Report
  • [Presentation] The Relationship between Serum Vitamin A Level of Japanese Black Cattle and Light Reflection on Pupil2011

    • Author(s)
      S.Tanigawa, N.Kondo, Y.Ogawa, T.Fujiura, S.Han, Y.Takao, M.Fukushima, O.Watanabe, N.Koharaa
    • Organizer
      2011 IEEE/SICE International Symposium on Systems Intergration
    • Place of Presentation
      京都大学
    • Year and Date
      2011-12-20
    • Related Report
      2011 Annual Research Report
  • [Presentation] Correlation between Serum Vitamin A Level and Pupil Color of Beef Cattle2011

    • Author(s)
      Y.Takao, N.Kondo, Y.Ogawa, S.Han, S.Tanigawa, T.Fujiura, M.Fukushima, O.Watanabe, N.Kohama
    • Organizer
      2011 IEEE/SICE International Symposium on Systems Intergration
    • Place of Presentation
      京都大学
    • Year and Date
      2011-12-20
    • Related Report
      2011 Annual Research Report
  • [Presentation] Machine Vision Based Prediction of Serum Vitamin A Level in Japanese Black Cattle by Pupil Reflex Analysis2011

    • Author(s)
      S.Han, N.Kondo, T.Fujiura, Y.Ogawa, Y.Takao, S.Tanigawa, M.Fukushima, O.Watanabe, N.Kohama
    • Organizer
      2011 IEEE/SICE International Symposium on Systems Intergration
    • Place of Presentation
      京都大学
    • Year and Date
      2011-12-20
    • Related Report
      2011 Annual Research Report
  • [Presentation] Color image based measurement of serum Vitamin A level for beef cattle2011

    • Author(s)
      Y. Takao, N. Kondo, Y. Ogawa, H. Shuqing, S. Tanigawa, T. Fujiura, M. Fukushima, O. Watanabe, N. Kohama
    • Organizer
      農業機械学会関西支部第126回例会
    • Year and Date
      2011-09-16
    • Related Report
      2013 Final Research Report
  • [Presentation] Machine vision based predictionof serum vitamin A level in japanese black cattle by pupil reflex analysis2011

    • Author(s)
      H. Shuqing, N. Kondo, Y. Ogawa, Y. Takao, S. Tanigawa, T. Fujiura, M. Fukushima, O. Watanabe, N. Kohama
    • Organizer
      農業機械学会関西支部第126回例会
    • Year and Date
      2011-09-16
    • Related Report
      2013 Final Research Report
  • [Presentation] 眼球表面の光反射計測に基づく肉牛の血中ビタミンA 濃度の推定2011

    • Author(s)
      谷川慎弥, 高尾美江, 藤浦建史, 近藤直, 韓書慶, 小川雄一, 福島護之, 渡邊理, 小浜菜美子
    • Organizer
      農業機械学会関西支部第126回例会
    • Year and Date
      2011-09-16
    • Related Report
      2013 Final Research Report
  • [Presentation] Color image based measurement of serum Vitamin A level for beef cattle2011

    • Author(s)
      Y.Takao, N.Kondo, Y.Ogawa, H.Shuqing, S.Tanigawa, T.Fujiura, M.Fukushima, O.Watanabe, N.Kohama
    • Organizer
      農業機械学会関西支部第126回例会
    • Place of Presentation
      和歌山県田辺市東急ハーベストクラブ
    • Year and Date
      2011-09-16
    • Related Report
      2011 Annual Research Report
  • [Presentation] Machine vision based predictionof serum vitamin A level in japanese black cattle by pupil reflex analysis2011

    • Author(s)
      H.Shuqing, N.Kondo, Y.Ogawa, Y.Takao, S.Tanigawa, T.Fujiura, M.Fukushima, O.Watanabe, N.Kohama
    • Organizer
      農業機械学会関西支部第126回例会
    • Place of Presentation
      和歌山県田辺市東急ハーベストクラブ
    • Year and Date
      2011-09-16
    • Related Report
      2011 Annual Research Report
  • [Presentation] 眼球表面の光反射計測に基づく肉牛の血中ビタミンA濃度の推定2011

    • Author(s)
      谷川慎弥・高尾美江・藤浦建史・近藤直・韓書慶・小川雄一・福島護之・渡邊理・小浜菜美子
    • Organizer
      農業機械学会関西支部第126回例会
    • Place of Presentation
      和歌山県田辺市東急ハーベストクラブ
    • Year and Date
      2011-09-16
    • Related Report
      2011 Annual Research Report

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Published: 2011-04-06   Modified: 2019-07-29  

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