Journal of Development Research
Vol. 9 No. 1 (2025): Volume 9, Number 1, May 2025

Real-Time Chicken Counting System using YOLO for FCR Optimization in Small and Medium Poultry Farms

Pangestu, Gusti (Unknown)



Article Info

Publish Date
31 May 2025

Abstract

Feed Conversion Ratio (FCR) is a widely recognized technique in the animal farming industry, especially for optimizing feed efficiency and reducing the operational costs. A key aspect of managing FCR involves achieving efficiency in the correlation between the number of animals and the required feed quantity. However, to achieve accurately counting large populations of animals, such as chickens, presents a significant challenge especially in large-scale farming. Computer vision technology offers a promising solution to automate this counting process, helping the FCR management. This research specifically evaluates the capability of the YOLOv11 model for real-time chicken detection. Evaluation of the model's performance indicates high efficacy, achieving accuracy, precision, and recall values of 93%, 94%, and 98%, respectively. The implementation of the technology for precise chicken detection facilitates the accurate adjustment and optimization of feed allocation, which can substantially enhance the overall FCR process.

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Journal Info

Abbrev

JDR

Publisher

Subject

Civil Engineering, Building, Construction & Architecture Education Social Sciences

Description

Journal of Development Research, a journal runs by the Institute for Research and Community Services Universitas Nahdlatul Ulama Blitar. Journal facilitates publication of the results of research in the field of human and region development. The journal is published in two versions, the print and ...