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 …
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 …
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 …
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 …
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 …
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 …
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 …
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
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 …
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 …
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
Prior livestock research provides evidence for the importance of accurate detection of pig
positions and postures for better understanding animal welfare. Position and posture …
positions and postures for better understanding animal welfare. Position and posture …