A computer vision approach for the automatic detection of social interactions of dairy cows in automatic milking systems

被引:0
|
作者
Ozella, Laura [1 ]
Magliola, Alessandro [2 ]
Vernengo, Simone [2 ]
Ghigo, Marco [2 ]
Bartoli, Francesco [2 ]
Grangetto, Marco [3 ]
Forte, Claudio [1 ]
Montrucchio, Gianluca [2 ]
Giacobini, Mario [1 ]
机构
[1] Univ Turin, Dept Vet Sci, Largo Paolo Braccini 2, I-10095 Grugliasco, TO, Italy
[2] ALTEN Italia, Via Pio VII 127, I-10127 Turin, Italy
[3] Univ Turin, Dept Comp Sci, Corso Svizzera 185, I-10149 Turin, Italy
来源
ACTA IMEKO | 2024年 / 13卷 / 03期
关键词
dairy cows; Computer Vision System; social interactions; Automatic Milking System; Animal Social Networks; LAMENESS; CATTLE;
D O I
10.21014/actaimeko.v13i3.1628
中图分类号
TH7 [仪器、仪表];
学科分类号
0804 ; 080401 ; 081102 ;
摘要
The integration of digital technologies and Artificial Intelligence (DT&AI) in veterinary practice is one of the key topics to improve Herd Health Management (HHM). The HHM includes the prevention of diseases, the assessment of the welfare, and the sustainability production of farm animals. In dairy cattle farming, particular attention is paid to automatic cow detection and tracking, as such information is closely related to animal welfare and thus to possible health issues. Cows are highly social animals; therefore, a better comprehension of social context can help improve their management and welfare. In the field of Precision Livestock Farming, computer vision represents a suitable and non-invasive method for automatic cow detection and tracking. In this study, we developed and tested the reliability of a deep learning-based computer vision system for the automatic recognition of dairy cows in a barn equipped with Automatic Milking System. We aimed to build the social network of 240 dairy cows (primiparous and multiparous) to understand how social interactions can influence their welfare and productivity.
引用
收藏
页数:6
相关论文
共 50 条
  • [41] Technology and Restructuring the Social Field of Dairy Farming: Hybrid Capitals, 'Stockmanship' and Automatic Milking Systems
    Butler, Deborah
    Holloway, Lewis
    SOCIOLOGIA RURALIS, 2016, 56 (04) : 513 - 530
  • [42] Automatic detection of weeds using computer vision
    Molto, E
    Benlloch, JV
    Blasco, J
    Gimeno, A
    CONGRESS 1997 - SOCIEDAD ESPANOLA DE MALHERBOLOGIA, PROCEEDINGS, 1997, : 67 - 71
  • [43] Teat detection mechanism using machine learning based vision for smart Automatic Milking Systems
    Rastogi, Akanksha
    Pal, Abhishesh
    Joung, Kim Man
    Ryuh, Beom Sahng
    2017 14TH INTERNATIONAL CONFERENCE ON UBIQUITOUS ROBOTS AND AMBIENT INTELLIGENCE (URAI), 2017, : 947 - 949
  • [44] Behaviour of dairy cows in hot season in a barn equipped with automatic milking system (AMS)
    Frazzi, E
    Calegari, F
    INTERACTIONS BETWEEN CLIMATE AND ANIMAL PRODUCTION, 2003, (07): : 111 - 111
  • [45] Time-budget constraints for cows with high milking frequency on farms with automatic milking systems
    Helmreich, Simone
    Hauser, Rudolf
    Jungbluth, Thomas
    Wechsler, Beat
    Gygax, Lorenz
    LIVESTOCK SCIENCE, 2014, 167 : 315 - 322
  • [46] AUTOMATIC ATTACHMENT OF TEAT CUPS FOR MILKING COWS
    BERGEROT, P
    BAYLOU, P
    ORDOLFF, D
    AGROTIQUE 89: PROCEEDINGS OF THE SECOND INTERNATIONAL CONFERENCE, 1989, : 317 - 330
  • [47] AN INITIAL ECONOMIC-ASSESSMENT OF FULLY-AUTOMATIC MILKING OF DAIRY-COWS
    PARSONS, DJ
    JOURNAL OF AGRICULTURAL ENGINEERING RESEARCH, 1988, 40 (03): : 199 - 214
  • [48] COMPARISON OF MANUAL AND AUTOMATIC TEAT CUP REMOVAL TECHNIQUES FOR MILKING DAIRY-COWS
    RADCLIFFE, JC
    CHILLINGWORTH, CA
    HORNE, ML
    AUSTRALIAN JOURNAL OF DAIRY TECHNOLOGY, 1972, 27 (03) : 83 - +
  • [49] Time budgets of dairy cows in a cow-calf contact system with automatic milking
    Johansson, Teresa
    Agenas, Sigrid
    Lindberg, Mikaela
    JDS COMMUNICATIONS, 2024, 5 (01): : 52 - 56
  • [50] Can the grazing of cows be conciliated with their automatic milking ?
    Bizeray-Filoche, D.
    Caudrillier, J.
    Morin, C.
    Bouton, L.
    Lensink, J.
    FOURRAGES, 2010, (203): : 225 - 230