Article Per Year (5 Year)
p-Index From 2021 - 2026
0.23
P-Index
This Author published in this journals
All Journal Jurnal Telematika
Hariady, Matthew Evans
Unknown Affiliation
Computer Science & IT Electrical & Electronics Engineering

Published : 1 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 1 Documents
Search

 1 
Penerapan You Only Look Once dan DeepSORT untuk Deteksi Plat Nomor Kendaraan Hidayat, Firhat; Billy, Natanael; Permana, Nicholas Russel; Hariady, Matthew Evans
Jurnal Telematika Vol. 19 No. 2 (2024)
Publisher : Yayasan Petra Harapan Bangsa

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.61769/telematika.v20i2.676

Abstract

Number plate detection is essential in traffic monitoring, law enforcement, and intelligent transport systems. However, existing methods still have difficulty accurately tracking vehicles in heavy traffic conditions. This study addresses this by combining the YOLOv8 detection model and DeepSORT tracking. Using 453 images from Kaggle, this study analyses the effect of batch size variation and an epoch on model performance. The best model achieved 95.5% precision, 95.1% recall, 98.7% mAP50, and 64.5% mAP95. The integration of YOLOv8 and DeepSORT can improve tracking consistency, reduce ID switching errors, and increase the reliability of the automatic number plate recognition system.
Co-Authors Billy, Natanael Hidayat, Firhat Permana, Nicholas Russel