Detection of Livestock using Edge Devices

This paper presents the development of a real-time system for detecting and monitoring large livestock using cameras connected to a Jetson Nano device and the YOLO v8 model for animal recognition (specifically cattle). The implementation of this system enables precise tracking of livestock movements and conditions, facilitating supervision and management on farms. The system provides real-time notifications and information crucial for efficient resource management. Model evaluation showed an accuracy of 65% after 35 epochs of training. The developed platform demonstrates potential for improving efficiency and safety in agricultural enterprises with possibilities for further enhancement and scaling.

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Publication Details

Published
2024-11-20
DOI
https://doi.org/10.1109/ciees62939.2024.10811348
Primary Topic
Advanced Chemical Sensor Technologies
Type
article
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article

Detection of Livestock using Edge Devices

Dejan Babić, Ivan Jovović, Tomo Popović, Elvis Taruh et al.
Advanced Chemical Sensor Technologies
article

Detection of Livestock using Edge Devices

Dejan Babić, Ivan Jovović, Tomo Popović, Elvis Taruh, Marko Raičević
article en

Abstract

This paper presents the development of a real-time system for detecting and monitoring large livestock using cameras connected to a Jetson Nano device and the YOLO v8 model for animal recognition (specifically cattle). The implementation of this system enables precise tracking of livestock movements and conditions, facilitating supervision and management on farms. The system provides real-time notifications and information crucial for efficient resource management. Model evaluation showed an accuracy of 65% after 35 epochs of training. The developed platform demonstrates potential for improving efficiency and safety in agricultural enterprises with possibilities for further enhancement and scaling.

University of Donja Gorica (ME)
Zero hunger
Openalex Percentile: Top 77%
Advanced Chemical Sensor Technologies
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