Enhanced Deep Learning for Robust Stress Classification in Sows from Facial Images

Enhanced Deep Learning for Robust Stress Classification in Sows from Facial Images

Stress in pigs poses significant challenges to animal welfare and productivity in modern pig farming, contributing to increased antimicrobial use and the rise of antimicrobial resistance (AMR). This study involves stress classification in pregnant sows by exploring five deep learning models: ConvNeX...

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Bibliographic Details
Main Authors: Syed U. Yunas, Ajmal Shahbaz, Emma M. Baxter, Mark F. Hansen, Melvyn L. Smith, Lyndon N. Smith
Format: Article
Language:English
Published: MDPI AG 2025-08-01
Series:Agriculture
Subjects:
pig welfare
facial expression analysis
vision transformer (ViT)
stress detection
deep learning
convolutional neural networks (CNNs)
Online Access:https://www.mdpi.com/2077-0472/15/15/1675
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