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J-GLOBAL ID：202102249438826846   Reference number：21A2526682

Deep Learning and Machine Vision Approaches for Posture Detection of Individual Pigs

個々のブタの姿勢検出のための深層学習とマシンビジョンアプローチ【JST・京大機械翻訳】

Author (7)： Nasirahmadi Abozar (Department of Agricultural and Biosystems Engineering, University of Kassel, 37213 Witzenhausen, Germany) ,  Sturm Barbara (Department of Agricultural and Biosystems Engineering, University of Kassel, 37213 Witzenhausen, Germany) ,  Edwards Sandra (School of Natural and Environmental Sciences, Newcastle University, Newcastle upon Tyne NE1 7RU, UK) ,  Jeppsson Knut-Hakan (Department of Biosystems and Technology, Swedish University of Agricultural Sciences, 23053 Alnarp, Sweden) ,  Olsson Anne-Charlotte (Department of Biosystems and Technology, Swedish University of Agricultural Sciences, 23053 Alnarp, Sweden) ,  Mueller Simone (Department Animal Husbandry, Thuringian State Institute for Agriculture and Rural Development, 07743 Jena, Germany) ,  Hensel Oliver (Department of Agricultural and Biosystems Engineering, University of Kassel, 37213 Witzenhausen, Germany)
Material： Sensors (Web)
Volume： 19  Issue： 17  Page： 3738  Publication year： 2019 
JST Material Number： U7015A  ISSN： 1424-8220  CODEN： SENSC9  Document type： Article
Article type： 原著論文  Country of issue： Switzerland (CHE)  Language： ENGLISH (EN)

Abstract/Point： Posture detection targeted tow...

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Thesaurus term： convolution ,  *learning ,  network ,  feature extraction ,  residual ,  farm ,  detector ,  two dimension ,  standing position
Semi thesaurus term： 横臥 ,  三次元イメージング ,  *マシンビジョン ,  イメージングシステム ,  *深層学習 ,  畳込みニューラルネットワーク , 【Automatic Indexing@JST】

Author keywords (4)： convolutional neural networks ,  livestock ,  lying posture ,  standing posture

JST classification (2)： Pattern recognition  (JE07000S) ,  Artificial intelligence  (JE08000Z)

Reference (35)：

• Nasirahmadi, A.; Edwards, S.A.; Sturm, B. Implementation of machine vision for detecting behaviour of cattle and pigs. Livestock Sci. 2017, 202, 25-38.
• Frost, A.R.; Tillett, R.D.; Welch, S.K. The development and evaluation of image analysis procedures for guiding a livestock monitoring sensor placement robot. Comput. Electron. Agric. 2000, 28, 229-242.
• Matthews, S.G.; Miller, A.L.; Clapp, J.; Plötz, T.; Kyriazakis, I. Early detection of health and welfare compromises through automated detection of behavioural changes in pigs. Vet. J. 2016, 217, 43-51.
• Olsen, A.W.; Dybkjær, L.; Simonsen, H.B. Behaviour of growing pigs kept in pens with outdoor runs: II. Temperature regulatory behaviour, comfort behaviour and dunging preferences. Livestock Prod. Sci. 2001, 69, 265-278.
• Kim, J.; Chung, Y.; Choi, Y.; Sa, J.; Kim, H.; Chung, Y.; Park, D.; Kim, H. Depth-Based Detection of Standing-Pigs in Moving Noise Environments. Sensors 2017, 17, 2757.

Terms in the title (3)： ブタ ,  姿勢 ,  深層学習