Sustainable Self-Training Pig Detection System with Augmented Single Labeled Target Data for Solving Domain Shift Problem

Sustainable Self-Training Pig Detection System with Augmented Single Labeled Target Data for Solving Domain Shift Problem

As global pork consumption rises, livestock farms increasingly adopt deep learning-based automated monitoring systems for efficient pigsty management. Typically, a system applies a pre-trained model on a source domain to a target domain. However, real pigsty environments differ significantly from ex...

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Bibliographic Details
Main Authors: Junhee Lee, Heechan Chae, Seungwook Son, Jongwoong Seo, Yooil Suh, Jonguk Lee, Yongwha Chung, Daihee Park
Format: Article
Language:English
Published: MDPI AG 2025-05-01
Series:Sensors
Subjects:
monitoring system
object detection
domain shift
data augmentation
genetic algorithm
self-training
Online Access:https://www.mdpi.com/1424-8220/25/11/3406
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