Practices and applications of convolutional neural network-based computer vision systems in animal farming: A review

G Li, Y Huang, Z Chen, GD Chesser Jr, JL Purswell… - Sensors, 2021‏ - mdpi.com
Convolutional neural network (CNN)-based computer vision systems have been
increasingly applied in animal farming to improve animal management, but current …

[HTML][HTML] Internet of Things and Machine Learning techniques in poultry health and welfare management: A systematic literature review

RO Ojo, AO Ajayi, HA Owolabi, LO Oyedele… - … and Electronics in …, 2022‏ - Elsevier
The advent of digital technologies has brought substantial improvements in various
domains. This article provides a comprehensive review of research emphasizing AI-enabled …

An automatic classifier for monitoring applied behaviors of cage-free laying hens with deep learning

X Yang, R Bist, S Subedi, Z Wu, T Liu, L Chai - Engineering Applications of …, 2023‏ - Elsevier
Poultry behavior is an important indicator of their welfare, health, and production
performance. The welfare of layers and broilers such as walking ability, breast blisters, hock …

[HTML][HTML] YOLO-based model for automatic detection of broiler pathological phenomena through visual and thermal images in intensive poultry houses

WM Elmessery, J Gutiérrez, GG Abd El-Wahhab… - Agriculture, 2023‏ - mdpi.com
The increasing broiler demand due to overpopulation and meat imports presents challenges
in poultry farming, including management, disease control, and chicken observation in …

C3D-ConvLSTM based cow behaviour classification using video data for precision livestock farming

Y Qiao, Y Guo, K Yu, D He - Computers and electronics in agriculture, 2022‏ - Elsevier
Cow behaviour provides valuable information about animal welfare, activities and livestock
production. Therefore, monitoring of behaviour is gaining importance in the improvement of …

[HTML][HTML] Monitoring behaviors of broiler chickens at different ages with deep learning

Y Guo, SE Aggrey, P Wang, A Oladeinde, L Chai - Animals, 2022‏ - mdpi.com
Simple Summary Animal behavior in the poultry house could be used as an indicator of
health and welfare status. In this study, a convolutional neural network models (CNN) …

Automated detection and counting of broiler behaviors using a video recognition system

A Nasiri, Y Zhao, H Gan - Computers and Electronics in Agriculture, 2024‏ - Elsevier
Stretching and preening behaviors in broilers are linked to their comfort and overall welfare.
These behaviors signal that broilers engage in natural behaviors and physical activity and …

Lighting, density, and dietary strategies to improve poultry behavior, health, and production

K El-Sabrout, A El-Deek, S Ahmad, M Usman… - Journal of Animal …, 2022‏ - malque.pub
Poultry production is the most rapidly expanding agricultural industry. Consumer awareness
of animal welfare has grown in recent years, and as a result, consideration for higher-quality …

DHSW-YOLO: A duck flock daily behavior recognition model adaptable to bright and dark conditions

D **ao, H Wang, Y Liu, W Li, H Li - Computers and Electronics in …, 2024‏ - Elsevier
Accurate monitoring of animal behavioral rhythms is essential. Currently, it is challenging to
identify the behavior of animals under low-light conditions. In this study, we proposed a deep …

[HTML][HTML] A computer vision approach to monitor activity in commercial broiler chickens using trajectory-based clustering analysis

M Campbell, P Miller, K Díaz-Chito, X Hong… - … and Electronics in …, 2024‏ - Elsevier
To monitor changes in broiler behaviour related to animal health and welfare, farmers
typically observe their flocks using manual observation. However, due to the labour …