VOLT : Jurnal Ilmiah Pendidikan Teknik Elektro
Vol 8, No 2 (2023): October 2023

Image classification of beef and pork using You Only Look Once (YOLO) method

Hafizh Ulwan (Politeknik Negeri Sriwijaya)
Ahmad Taqwa (Politeknik Negeri Sriwijaya)
Sopian Soim (Politeknik Negeri Sriwijaya)



Article Info

Publish Date
07 Aug 2023

Abstract

The fraudulent act of mixing pork with beef often causes concern for consumers in Indonesia about the authenticity of the meat products purchased. This study used the YOLO algorithm to classify pork and beef images to address the problem. The method used in this study was first a dataset of pork and beef images collected and labeled with information about the type of meat. After passing through pre-processing, the YOLOv5 algorithm is trained and validated using the dataset. The evaluation results showed excellent performance with an average precision level of 97.9%, 100% recall, and 97.2% mAP50-95 on validation data. When tested, the algorithm was able to recognize and distinguish meat types with varying confidence levels, although some predictions had low confidence levels that required improved performance. The YOLO algorithm succeeded in obtaining an effective model in detecting and classifying objects on meat images, especially in the identification of beef and pork.

Copyrights © 2023






Journal Info

Abbrev

VOLT

Publisher

Subject

Computer Science & IT Control & Systems Engineering Education Electrical & Electronics Engineering Engineering

Description

VOLT: Jurnal Ilmiah Pendidikan Teknik Elektro (Scientific Journal of Electrical Engineering Education) [ISSN: 2528-5688, e-ISSN: 2528-5696], is a peer-reviewed, scientific journal published by Department of Electrical Engineering Vocational Education, Universitas Sultan Ageng Tirtayasa (UNTIRTA) in ...