An approach of pig weight estimation using binocular stereo system based on LabVIEW

被引:63
作者
Shi, Chen [1 ]
Teng, Guanghui [1 ]
Li, Zhuo [1 ]
机构
[1] China Agr Univ, Beijing 100083, Peoples R China
基金
“十二五”国家科技支撑计划重点项目”;
关键词
Pig weight; Body size; Estimation; LabVIEW; Binocular camera; BODY-WEIGHT; IMAGE-ANALYSIS; SIZE; PERFORMANCE; PREDICTION; MANAGEMENT; HEIFERS; COWS;
D O I
10.1016/j.compag.2016.08.012
中图分类号
S [农业科学];
学科分类号
09 ;
摘要
The change of the daily weight of the pig is significant to the pig's health and process of real production. This study combined the binocular stereo vision system with the LabVIEW development platform to analyze and estimate body size and live body weight using 10 landrace aged from 14 to 25 weeks old at the end under indoor farm condition. The experimental facility was composed of data collection system, image acquisition system, and image analysis system. Data collection system including binocular camera and specially designed limitation fence was used to ensure the pig's ID recognition and image acquisition were implemented automatically. The images were acquired, saved, and processed by the other two systems to analysis the relationship between body weight and body size. Images acquired by binocular cameras were segmented by the depth threshold. The system verified that the body length (BL) and withers height (WH) were estimated with the R-2 ranged from 0.91 to 0.98. The back area and the body weight data obtained by a ground scale were fitted into linear model. According to the result of regression by least square method, the parameters of the function were calculated. Results revealed that live body weight was closely related to the sum of pixel values (SPV) which was calculated from the reconstructed image. Coefficient of determination R-2 value was as high as 0.9931. It meant this procedure performed well in predicting live weight. The whole automatic systems have the potential to be applied in the real farm environment. (C) 2016 Published by Elsevier B.V.
引用
收藏
页码:37 / 43
页数:7
相关论文
共 29 条
  • [1] The role of pig size prediction in supply chain planning
    Apichottanakul, Arthit
    Pathumnakul, Supachai
    Piewthongngam, Kullapapruk
    [J]. BIOSYSTEMS ENGINEERING, 2012, 113 (03) : 298 - 307
  • [2] Dynamic weighing of dairy cows: using a lumped-parameter model of cow walk
    Cveticanin, D
    Wendl, G
    [J]. COMPUTERS AND ELECTRONICS IN AGRICULTURE, 2004, 44 (01) : 63 - 69
  • [3] The effect of genotype, sex and management strategy on the eating quality of pork
    D'Souza, DN
    Mullan, BP
    [J]. MEAT SCIENCE, 2002, 60 (01) : 95 - 101
  • [4] AUTOMATIC WEIGHING OF POULTRY REARED ON A LITTER FLOOR
    DOYLE, I
    LEESON, S
    [J]. CANADIAN JOURNAL OF ANIMAL SCIENCE, 1989, 69 (04) : 1075 - 1081
  • [5] Emmans G.C., 2000, Issues arising from genetic selection for growth and body composition characteristics in poultry and pigs, P39, DOI DOI 10.1017/S1463981500040528
  • [6] Estimation of body weight from body size measurements and body condition scores in dairy cows
    Enevoldsen, C
    Kristensen, T
    [J]. JOURNAL OF DAIRY SCIENCE, 1997, 80 (09) : 1988 - 1995
  • [7] PREDICTING BODY-WEIGHT AND WITHER HEIGHT IN HOLSTEIN HEIFERS USING BODY MEASUREMENTS
    HEINRICHS, AJ
    ROGERS, GW
    COOPER, JB
    [J]. JOURNAL OF DAIRY SCIENCE, 1992, 75 (12) : 3576 - 3581
  • [8] Automatic weight estimation of individual pigs using image analysis
    Kashiha, Mohammadamin
    Bahr, Claudia
    Ott, Sanne
    Moons, Christel P. H.
    Niewold, Theo A.
    Oedberg, Frank O.
    Berckmans, Daniel
    [J]. COMPUTERS AND ELECTRONICS IN AGRICULTURE, 2014, 107 : 38 - 44
  • [9] Pig procurement plan considering pig growth and size distribution
    Khamjan, S.
    Piewthongngam, K.
    Pathumnakul, S.
    [J]. COMPUTERS & INDUSTRIAL ENGINEERING, 2013, 64 (04) : 886 - 894
  • [10] Estimation of pig weight using a Microsoft Kinect prototype imaging system
    Kongsro, Jorgen
    [J]. COMPUTERS AND ELECTRONICS IN AGRICULTURE, 2014, 109 : 32 - 35