A Deep-Learning-Based System for Pig Posture Classification: Enhancing Sustainable Smart Pigsty Management

C Jeon, H Kim, D Kim - Sustainability, 2024 - mdpi.com
This paper presents a deep-learning-based system for classifying pig postures, aiming to
improve the management of sustainable smart pigsties. The classification of pig postures is …

[PDF][PDF] Classifying Pig Poses for Smart Pigsties Using Deep Learning

C Jeon, H Kim, D Kim - ICIC Express Letters, Part B: Applications, 2024 - icicelb.org
Pig postures play a crucial role in understanding the behavior and well-being of pigs in a
pigsty environment. In this study, we propose a deep learning-based model for pig posture …

A review of posture detection methods for pigs using deep learning

Z Chen, J Lu, H Wang - Applied Sciences, 2023 - mdpi.com
Analysis of pig posture is significant for improving the welfare and yield of captive pigs under
different conditions. Detection of pig postures, such as standing, lateral lying, sternal lying …

Pig-posture recognition based on computer vision: Dataset and exploration

H Shao, J Pu, J Mu - Animals, 2021 - mdpi.com
Simple Summary This study explored an image-based method for recognizing pigs' postures
during growth and established the world's first human-annotated pig-posture-recognition …

Automatic position detection and posture recognition of grouped pigs based on deep learning

H Ji, J Yu, F Lao, Y Zhuang, Y Wen, G Teng - Agriculture, 2022 - mdpi.com
The accurate and rapid detection of objects in videos facilitates the identification of abnormal
behaviors in pigs and the introduction of preventive measures to reduce morbidity. In …

Analysis of pig posture detection in group‐housed pigs using deep learning‐based mask scoring instance segmentation

SJ Devi, J Doley, J Bharati, NH Mohan… - Animal Science …, 2024 - Wiley Online Library
Pig posture is closely linked with livestock health and welfare. There has been significant
interest among researchers in using deep learning techniques for pig posture detection …

Introducing a new Workflow for Pig Posture Classification based on a combination of YOLO and EfficientNet

JH Witte, J Marx Gómez - 2022 - aisel.aisnet.org
This paper introduces a pipeline for image-based pig posture classification by applying
YOLOv5 for pig detection and EfficientNet for subsequent pig posture classification …

Automated recognition of postures and drinking behaviour for the detection of compromised health in pigs

A Alameer, I Kyriazakis, J Bacardit - Scientific reports, 2020 - nature.com
Abstract Changes in pig behaviours are a useful aid in detecting early signs of compromised
health and welfare. In commercial settings, automatic detection of pig behaviours through …

Single pig pose estimation using cross-stage stacked hourglass network

M Wang, W Li, W Zhang, G Li, K Dong… - Fourth International …, 2023 - spiedigitallibrary.org
Posture changes in pig behaviors are a helpful way of detecting early signs of precision
livestock farming. In commercial settings, computer vision-based approaches have been …

[HTML][HTML] Automatically detecting pig position and posture by 2D camera imaging and deep learning

M Riekert, A Klein, F Adrion, C Hoffmann… - … and Electronics in …, 2020 - Elsevier
Prior livestock research provides evidence for the importance of accurate detection of pig
positions and postures for better understanding animal welfare. Position and posture …