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Health condition estimation of dairy cows using spatio-temporal sensing

Research Project

Project/Area Number 15H06362
Research Category

Grant-in-Aid for Research Activity Start-up

Allocation TypeSingle-year Grants
Research Field Agricultural environmental engineering/Agricultural information engineering
Research InstitutionOsaka University

Principal Investigator

Okura Fumio  大阪大学, 産業科学研究所, 助教 (60754223)

Project Period (FY) 2015-08-28 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥2,730,000 (Direct Cost: ¥2,100,000、Indirect Cost: ¥630,000)
Fiscal Year 2016: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2015: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywords酪農 / 画像解析 / 歩容解析 / 時空間センシング / 歩行解析 / コンピュータビジョン / ロコモーションスコア / 個体識別 / 農業工学 / 画像、文章、音声等認識 / 情報工学
Outline of Final Research Achievements

Monitoring the health condition of dairy cows is an essential task in dairy farming. Dairy farmers and veterinarians traditionally assess health using manual observation; however, the condition of every cow is not often observed every day because this observation imposes a significant burden. The resulting lack of daily health management is an important cause of economic loss.
We developed novel approaches for health condition estimation of dairy cows using spatio-temporal sensing using RGB-D cameras. The RGB-D videos are stored with knowledges of dairy farmers such as measurements of health conditions of cows. In the JSPS research project, we focused on 1) the individual identification task by unifying texture and gait features, 2) early lameness detection using gait features, and 3) a spatio-temporal database construction that enabling the health condition estimation.
Related to the outcome of the projects, we applied patents as well as submitting papers.

Report

(3 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Annual Research Report
  • Research Products

    (11 results)

All 2017 2016 2015 Other

All Journal Article (1 results) (of which Peer Reviewed: 1 results,  Acknowledgement Compliant: 1 results) Presentation (7 results) (of which Int'l Joint Research: 3 results,  Invited: 1 results) Remarks (1 results) Patent(Industrial Property Rights) (2 results) (of which Overseas: 1 results)

  • [Journal Article] Addressing temporal inconsistency in indirect augmented reality2016

    • Author(s)
      Fumio Okura, Takayuki Akaguma, Tomokazu Sato, Naokazu Yokoya
    • Journal Title

      Multimedia Tools and Applications

      Volume: online first Issue: 2 Pages: 1-25

    • DOI

      10.1007/s11042-015-3222-0

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Presentation] 乳牛の歩行映像解析による軽度蹄病の検出2017

    • Author(s)
      砂川 翔哉, 大倉 史生, 生熊 沙絢, 中田 健, 八木 康史
    • Organizer
      情報処理学会研究報告コンピュータビジョンとイメージメディア
    • Place of Presentation
      国立情報学研究所
    • Year and Date
      2017-03-09
    • Related Report
      2016 Annual Research Report
  • [Presentation] Gait recognition of dairy cows2016

    • Author(s)
      Fumio Okura, Saya Ikuma, Yasushi Makihara, Daigo Muramatsu, Yasushi Yagi
    • Organizer
      Proc. the 11th International Workshop on Robust Computer Vision (IWRCV2016)
    • Place of Presentation
      KAIST, Korea
    • Year and Date
      2016-12-17
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 乳牛の3次元歩行解析による個体識別2016

    • Author(s)
      生熊 沙絢, 槇原 靖, 大倉 史生, 村松 大吾, 八木 康史
    • Organizer
      第6回バイオメトリクスと認識・認証シンポジウム
    • Place of Presentation
      芝浦工業大学 豊洲キャンパス
    • Year and Date
      2016-11-16
    • Related Report
      2016 Annual Research Report
  • [Presentation] 事例ベース季節変換2016

    • Author(s)
      大倉 史生, Kenneth Vanhoey, Adrien Bousseau, Alexei A. Efros, George Drettakis
    • Organizer
      第19回画像の認識・理解シンポジウム(MIRU2016)
    • Place of Presentation
      アクトシティ浜松
    • Year and Date
      2016-08-01
    • Related Report
      2016 Annual Research Report
  • [Presentation] 乳牛の蹄病検出のための3次元歩行画像解析2016

    • Author(s)
      砂川 翔哉, 大倉 史生, 槇原 靖, 村松 大吾, 八木 康史
    • Organizer
      2016年5月コンピュータビジョンとイメージメディア研究会
    • Place of Presentation
      立命館大学・大阪いばらきキャンパス, 大阪
    • Year and Date
      2016-05-12
    • Related Report
      2015 Annual Research Report
  • [Presentation] Changing season in a single photograph by unifying color and texture transfer2015

    • Author(s)
      Fumio Okura, Kenneth Vanhoey, Adrien Bousseau, Alexei A. Efros, George Drettakis
    • Organizer
      The 10th International Workshop on Robust Computer Vision (IWRCV2015)
    • Place of Presentation
      Beijing, China
    • Year and Date
      2015-11-21
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Automatically acquiring walking-related behavior of 100,000 people2015

    • Author(s)
      Fumio Okura, Takuhiro Kimura, Masataka Niwa, Ikuhisa Mitsugami, Atsuyuki Suzuki, Yasushi Makihara, Chihiro Aoki, Daigo Muramatsu, Yasushi Yagi
    • Organizer
      International Workshop on Human Behavior Analysis in the Real World
    • Place of Presentation
      Kuala Lumpur, Malaysia
    • Year and Date
      2015-11-03
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research / Invited
  • [Remarks]

    • URL

      http://www.am.sanken.osaka-u.ac.jp/~okura/research.html

    • Related Report
      2016 Annual Research Report
  • [Patent(Industrial Property Rights)] 健康状態推定装置2017

    • Inventor(s)
      八木康史、大倉史生、槇原靖、村松大吾
    • Industrial Property Rights Holder
      八木康史、大倉史生、槇原靖、村松大吾
    • Industrial Property Rights Type
      特許
    • Filing Date
      2017-02-13
    • Related Report
      2016 Annual Research Report
    • Overseas
  • [Patent(Industrial Property Rights)] 健康状態推定装置2016

    • Inventor(s)
      八木康史、大倉史生、槇原靖、村松大吾
    • Industrial Property Rights Holder
      八木康史、大倉史生、槇原靖、村松大吾
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      2016-090680
    • Filing Date
      2016-04-28
    • Related Report
      2016 Annual Research Report

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Published: 2015-08-26   Modified: 2018-03-22  

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