Automatic detection of mounting behaviours among pigs using image analysis

作者: Abozar Nasirahmadi , Oliver Hensel , Sandra A. Edwards , Barbara Sturm

DOI: 10.1016/J.COMPAG.2016.04.022

关键词:

摘要: Automatic mounting events detection among pigs is presented.Ellipse fitting algorithms were used to localize each pig in the image.The Euclidean distances between head, tail and sides of obtained.Major minor axis lengths altered during events. Excessive behaviours amongst cause a high risk poor welfare, arising from skin lesions, lameness stress, economic losses reduced performance. The aim this study was develop method for automatic under commercial farm conditions by means image processing. Two pens selected monitored 20days top view cameras. recorded video then visually analysed selecting behaviours, extracted images files subsequently An ellipse technique applied image. intersection points major fitted shape defining pig. head tail, sides, length utilized development an algorithm automatically identify event. proposed could detect with level sensitivity, specificity accuracy, 94.5%, 88.6% 92.7%, respectively. results show that it possible use machine vision techniques order conditions.

参考文章(27)
Sophia Stavrakakis, Wei Li, Jonathan H. Guy, Graham Morgan, Gary Ushaw, Garth R. Johnson, Sandra A. Edwards, Validity of the Microsoft Kinect sensor for assessment of normal walking patterns in pigs Computers and Electronics in Agriculture. ,vol. 117, pp. 1- 7 ,(2015) , 10.1016/J.COMPAG.2015.07.003
Ruta Gronskyte, Line Harder Clemmensen, Marchen Sonja Hviid, Murat Kulahci, Pig herd monitoring and undesirable tripping and stepping prevention Computers and Electronics in Agriculture. ,vol. 119, pp. 51- 60 ,(2015) , 10.1016/J.COMPAG.2015.09.021
Jørgen Kongsro, Estimation of pig weight using a Microsoft Kinect prototype imaging system Computers and Electronics in Agriculture. ,vol. 109, pp. 32- 35 ,(2014) , 10.1016/J.COMPAG.2014.08.008
Indra Geys, Luc Van Gool, View synthesis by the parallel use of GPU and CPU Image and Vision Computing. ,vol. 25, pp. 1154- 1164 ,(2007) , 10.1016/J.IMAVIS.2006.07.023
Alireza Pourreza, Hamidreza Pourreza, Mohammad-Hossein Abbaspour-Fard, Hassan Sadrnia, Identification of nine Iranian wheat seed varieties by textural analysis with image processing Computers and Electronics in Agriculture. ,vol. 83, pp. 102- 108 ,(2012) , 10.1016/J.COMPAG.2012.02.005
L. Faucitano, Causes of skin damage to pig carcasses Canadian Journal of Animal Science. ,vol. 81, pp. 39- 45 ,(2001) , 10.4141/A00-031
L. Rydhmer, G. Zamaratskaia, H. K. Andersson, B. Algers, R. Guillemet, K. Lundström, Aggressive and sexual behaviour of growing and finishing pigs reared in groups, without castration Acta Agriculturae Scandinavica Section A-animal Science. ,vol. 56, pp. 109- 119 ,(2006) , 10.1080/09064700601079527
Bin Shao, Hongwei Xin, A real-time computer vision assessment and control of thermal comfort for group-housed pigs Computers and Electronics in Agriculture. ,vol. 62, pp. 15- 21 ,(2008) , 10.1016/J.COMPAG.2007.09.006
Mohammadamin Kashiha, Claudia Bahr, Sara Amirpour Haredasht, Sanne Ott, Christel P.H. Moons, Theo A. Niewold, Frank O. Ödberg, Daniel Berckmans, The automatic monitoring of pigs water use by cameras Computers and Electronics in Agriculture. ,vol. 90, pp. 164- 169 ,(2013) , 10.1016/J.COMPAG.2012.09.015
Corinna CA Clark, Richard B D’Eath, None, Age over experience: Consistency of aggression and mounting behaviour in male and female pigs Applied Animal Behaviour Science. ,vol. 147, pp. 81- 93 ,(2013) , 10.1016/J.APPLANIM.2013.04.014