Chicken Behavior Analysis for Surveillance in Poultry Farms
Date
2023-03
Journal Title
Journal ISSN
Volume Title
Type
Article
Publisher
Science and Information Organization
Series Info
International Journal of Advanced Computer Science and Applications(IJACSA),;Volume 14 Issue 3, 2023.
Scientific Journal Rankings
Abstract
Poultry farming is an important industry that
provides food for a growing population. However, the welfare
of the birds is a major concern, as poor living conditions leads
to abnormal behavior that affects the health and productivity
of the flock. In order to monitor and improve the welfare of
the birds, it is important to have a surveillance system in place
that monitors the behavior of the chickens and alert farmers
to potential issues. This paper reviews the current state of the
art in behavior analysis for surveillance in poultry farms and
discuss potential future directions for research in this area. This
paper presents a computer-vision-based system that detects and
monitors the behaviors of the chickens in poultry farms. The
system classifies three behaviors which are eating, walking and
sleeping. The system takes videos as input and then classifies
the behavior of the chicken. The proposed system produces an
accuracy of 94.7% using Light Gradient Boosting Machine on
a collected data-set of chickens, and a 98.4% accuracy on a
benchmarked Human Activity Recognition data-set.
Description
Keywords
Chicken; poultry;, abnormal;, behavior;, birds