Health condition estimation of dairy cows using spatio-temporal sensing
| Project/Area Number |
15H06362
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| Research Category |
Grant-in-Aid for Research Activity Start-up
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| Allocation Type | Single-year Grants |
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| Research Field |
Agricultural environmental engineering/Agricultural information engineering
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| Research Institution | Osaka University |
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Principal Investigator |
Okura Fumio 大阪大学, 産業科学研究所, 助教 (60754223)
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| Project Period (FY) |
2015-08-28 – 2017-03-31
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| Project Status |
Completed (Fiscal Year 2016)
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| 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)
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| 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.
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Report
(3 results)
Research Products
(11 results)
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[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
Int'l Joint Research
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[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
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[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
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[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
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[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
Int'l Joint Research / Invited
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