Lambs' live weight estimation using 3D images

被引:18
作者
Samperio, E. [1 ]
Lidon, I [1 ]
Rebollar, R. [1 ]
Castejon-Limas, M. [2 ]
Alvarez-Aparicio, C. [2 ]
机构
[1] Univ Zaragoza, Grp Prod & Project Management, Escuela Ingn & Arquitectura, C Maria de Luna 3, Zaragoza 50018, Spain
[2] Univ Leon, Dept Ingn Mecon Informat & Aerosp, Escuela Ingn Ind, E-24071 Leon, Spain
关键词
3D sensor; Animal production; Animal welfare; Machine learning; Sheep livestock; BODY; SYSTEM; IMPACT; SHEEP; MANAGEMENT; VISION; GROWTH;
D O I
10.1016/j.animal.2021.100212
中图分类号
S8 [畜牧、 动物医学、狩猎、蚕、蜂];
学科分类号
0905 ;
摘要
The sheep sector has not suffered the technification that other livestock sectors have. The lack of technological knowledge of the farmers and the economic limitations of the sector have made this technification difficult. One of the most widely used technologies is Precision Livestock Farming (PLF). PLF has already been used in other livestock sectors to improve farming efficiency. In the light of the problem that sheep farmers have in weighing lambs and their low precision, this paper proposes a system for estimating weight by means of 3D image capture. Thus, zenithal images of 272 lambs have been recorded. They have been processed using the capture of the upper area and the average depth of the pixels of the lamb. This estimates the weight of the animal with an error of less than 6%. This technology has a low economic cost and is easy to operate, helping farmers to be more willing to use it. This method manages to reduce the duration of the process, the stress of the animal and to improve the overall accuracy in weight estimation. Thus, it will help to have a greater control of the weight of the animal and to improve the economic profitability that the farmer obtains for the lambs. (C) 2021 The Authors. Published by Elsevier B.V. on behalf of The Animal Consortium.
引用
收藏
页数:8
相关论文
共 28 条
  • [1] Adzitey F., 2011, Int. Food Res. J, V18, P485
  • [2] Estimation of Muscle Scores of Live Pigs Using a Kinect Camera
    Alsahaf, Ahmad
    Azzopardi, George
    Ducro, Bart
    Hanenberg, Egiel
    Veerkamp, Roel F.
    Petkov, Nicolai
    [J]. IEEE ACCESS, 2019, 7 : 52238 - 52245
  • [3] Precision livestock farming technologies for welfare management in intensive livestock systems
    Berckmans, D.
    [J]. REVUE SCIENTIFIQUE ET TECHNIQUE-OFFICE INTERNATIONAL DES EPIZOOTIES, 2014, 33 (01): : 189 - 196
  • [4] Bewley J. M., 2010, Proc. First North Amer. Conf. Precision Dairy Management, Toronto, P30
  • [5] Bhatt C., 2018, BARQI BREED SHEEP WE
  • [6] Bradski G, 2000, DR DOBBS J, V25, P120
  • [7] Monitoring liveweight in sheep is a valuable management strategy: a review of available technologies
    Brown, D. J.
    Savage, D. B.
    Hinch, G. N.
    Hatcher, S.
    [J]. ANIMAL PRODUCTION SCIENCE, 2015, 55 (04) : 427 - 436
  • [8] Have we underestimated the impact of pre-slaughter stress on meat quality in ruminants?
    Ferguson, D. M.
    Warner, R. D.
    [J]. MEAT SCIENCE, 2008, 80 (01) : 12 - 19
  • [9] Greenwood PL, 1998, J ANIM SCI, V76, P2354
  • [10] Higher weaning weight improves postweaning growth and survival in young Merino sheep
    Hatcher, S.
    Eppleston, J.
    Graham, R. P.
    McDonald, J.
    Schlunke, S.
    Watt, B.
    Thornberry, K. J.
    [J]. AUSTRALIAN JOURNAL OF EXPERIMENTAL AGRICULTURE, 2008, 48 (6-7): : 966 - 973