PERFECT: Journal of Smart Algorithms
Vol. 2 No. 2 (2025): PERFECT: Journal of Smart Algorithms, Article Research July 2025

Real-Time Classification of Local Orange Fruit Quality Using YOLO (You Only Look Once) and SVM (Support Vector Machine) Methods

Harahap, Muhammad Khoiruddin (Unknown)
Candra, Rudi Arif (Unknown)
Budiansyah, Arie (Unknown)
Aritonang, Romulo P. (Unknown)
Zulfan, Zulfan (Unknown)
Saputra, Devi Satria (Unknown)



Article Info

Publish Date
01 Jul 2025

Abstract

Oranges are a fruit that we often encounter and are even consumed by people because of their various benefits. Oranges have commercial value in Indonesia and have a fairly wide reach. In order to increase competitiveness, oranges must also meet market standards, both domestic and foreign, so that they can be accepted by consumers. Of course, in this case, orange selection is very important. increasing sales and market competition by sellers, important indicators in selecting citrus fruit are in terms of size and color. In general, the selection of citrus fruit is done manually and based on human thinking, which causes several weaknesses that must be corrected, including requiring a long time, human visual limitations, and being influenced by human psychology itself. This is what causes inconsistencies in selection. oranges and does not comply with existing market requirements. So a research was carried out regarding the quality classification of local citrus fruit using the YOLO (You Only Look Once) and SVM (Support Vector Machine) methods in real time. In the comparison made between the two methods used, Yolo was found to be the best method for classifying citrus fruit.

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Journal Info

Abbrev

perfect

Publisher

Subject

Computer Science & IT Control & Systems Engineering Electrical & Electronics Engineering Library & Information Science

Description

PERFECT: Journal of Smart Algorithms is an international, Computer Technology, peer-reviewed and open-access journal that provides a platform to produce high-quality original research, Reviews, Letters, and case reports in natural, social, applied, formal sciences, arts, and all other related ...