Intelligent Perception-Based Cattle Lameness Detection and Behaviour Recognition: A Review

The growing world population has increased the demand for animal-sourced protein. However, animal farming productivity is faced with challenges from traditional farming practices, socioeconomic status, and climate change. In recent years, smart sensors, big data, and deep learning have been applied...

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Autores principales:	Yongliang Qiao, He Kong, Cameron Clark, Sabrina Lomax, Daobilige Su, Stuart Eiffert, Salah Sukkarieh
Formato:	article
Lenguaje:	EN
Publicado:	MDPI AG 2021
Materias:	cattle behaviour lameness detection precision livestock farming intelligent perception cattle welfare Veterinary medicine SF600-1100 Zoology QL1-991
Acceso en línea:	https://doaj.org/article/f6efdfb178214d1aab77940daf251ec8
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id	oai:doaj.org-article:f6efdfb178214d1aab77940daf251ec8
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spelling	oai:doaj.org-article:f6efdfb178214d1aab77940daf251ec82021-11-25T16:13:56ZIntelligent Perception-Based Cattle Lameness Detection and Behaviour Recognition: A Review10.3390/ani111130332076-2615https://doaj.org/article/f6efdfb178214d1aab77940daf251ec82021-10-01T00:00:00Zhttps://www.mdpi.com/2076-2615/11/11/3033https://doaj.org/toc/2076-2615The growing world population has increased the demand for animal-sourced protein. However, animal farming productivity is faced with challenges from traditional farming practices, socioeconomic status, and climate change. In recent years, smart sensors, big data, and deep learning have been applied to animal welfare measurement and livestock farming applications, including behaviour recognition and health monitoring. In order to facilitate research in this area, this review summarises and analyses some main techniques used in smart livestock farming, focusing on those related to cattle lameness detection and behaviour recognition. In this study, more than 100 relevant papers on cattle lameness detection and behaviour recognition have been evaluated and discussed. Based on a review and a comparison of recent technologies and methods, we anticipate that intelligent perception for cattle behaviour and welfare monitoring will develop towards standardisation, a larger scale, and intelligence, combined with Internet of things (IoT) and deep learning technologies. In addition, the key challenges and opportunities of future research are also highlighted and discussed.Yongliang QiaoHe KongCameron ClarkSabrina LomaxDaobilige SuStuart EiffertSalah SukkariehMDPI AGarticlecattle behaviourlameness detectionprecision livestock farmingintelligent perceptioncattle welfareVeterinary medicineSF600-1100ZoologyQL1-991ENAnimals, Vol 11, Iss 3033, p 3033 (2021)
institution	DOAJ
collection	DOAJ
language	EN
topic	cattle behaviour lameness detection precision livestock farming intelligent perception cattle welfare Veterinary medicine SF600-1100 Zoology QL1-991
spellingShingle	cattle behaviour lameness detection precision livestock farming intelligent perception cattle welfare Veterinary medicine SF600-1100 Zoology QL1-991 Yongliang Qiao He Kong Cameron Clark Sabrina Lomax Daobilige Su Stuart Eiffert Salah Sukkarieh Intelligent Perception-Based Cattle Lameness Detection and Behaviour Recognition: A Review
description	The growing world population has increased the demand for animal-sourced protein. However, animal farming productivity is faced with challenges from traditional farming practices, socioeconomic status, and climate change. In recent years, smart sensors, big data, and deep learning have been applied to animal welfare measurement and livestock farming applications, including behaviour recognition and health monitoring. In order to facilitate research in this area, this review summarises and analyses some main techniques used in smart livestock farming, focusing on those related to cattle lameness detection and behaviour recognition. In this study, more than 100 relevant papers on cattle lameness detection and behaviour recognition have been evaluated and discussed. Based on a review and a comparison of recent technologies and methods, we anticipate that intelligent perception for cattle behaviour and welfare monitoring will develop towards standardisation, a larger scale, and intelligence, combined with Internet of things (IoT) and deep learning technologies. In addition, the key challenges and opportunities of future research are also highlighted and discussed.
format	article
author	Yongliang Qiao He Kong Cameron Clark Sabrina Lomax Daobilige Su Stuart Eiffert Salah Sukkarieh
author_facet	Yongliang Qiao He Kong Cameron Clark Sabrina Lomax Daobilige Su Stuart Eiffert Salah Sukkarieh
author_sort	Yongliang Qiao
title	Intelligent Perception-Based Cattle Lameness Detection and Behaviour Recognition: A Review
title_short	Intelligent Perception-Based Cattle Lameness Detection and Behaviour Recognition: A Review
title_full	Intelligent Perception-Based Cattle Lameness Detection and Behaviour Recognition: A Review
title_fullStr	Intelligent Perception-Based Cattle Lameness Detection and Behaviour Recognition: A Review
title_full_unstemmed	Intelligent Perception-Based Cattle Lameness Detection and Behaviour Recognition: A Review
title_sort	intelligent perception-based cattle lameness detection and behaviour recognition: a review
publisher	MDPI AG
publishDate	2021
url	https://doaj.org/article/f6efdfb178214d1aab77940daf251ec8
work_keys_str_mv	AT yongliangqiao intelligentperceptionbasedcattlelamenessdetectionandbehaviourrecognitionareview AT hekong intelligentperceptionbasedcattlelamenessdetectionandbehaviourrecognitionareview AT cameronclark intelligentperceptionbasedcattlelamenessdetectionandbehaviourrecognitionareview AT sabrinalomax intelligentperceptionbasedcattlelamenessdetectionandbehaviourrecognitionareview AT daobiligesu intelligentperceptionbasedcattlelamenessdetectionandbehaviourrecognitionareview AT stuarteiffert intelligentperceptionbasedcattlelamenessdetectionandbehaviourrecognitionareview AT salahsukkarieh intelligentperceptionbasedcattlelamenessdetectionandbehaviourrecognitionareview
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Intelligent Perception-Based Cattle Lameness Detection and Behaviour Recognition: A Review

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