학술논문

Vehicle Number Plate Recognition in Intelligent Transportation System using YOLO v8 and EasyOCR
Document Type
Conference
Source
2023 11th International Conference on Cyber and IT Service Management (CITSM) Cyber and IT Service Management (CITSM), 2023 11th International Conference on. :1-5 Nov, 2023
Subject
Communication, Networking and Broadcast Technologies
Computing and Processing
General Topics for Engineers
Power, Energy and Industry Applications
Robotics and Control Systems
Signal Processing and Analysis
YOLO
Economics
Image processing
Buildings
Cameras
Automobiles
Character recognition
EasyOCR
ITS
Plate Number
YOLO v8
Language
ISSN
2770-159X
Abstract
Intelligent Transporttion System (ITS) provides economic benefits to business practices in the public or private sector. The benefit of implementing ITS is vehicle plate recognition. Number plates can be used for various things, for example, detecting when a user violates rules. Vehicle number plate detection is a process of image processing captured by a traffic camera. It is rather difficult to obtain high accuracy in the case of Vehicle Plate Recognition. To develop a motor vehicle plate recognition system, it is necessary to implement YOLO v8, which is useful in detecting motor vehicle plate objects, and easyOCR for reading characters from vehicle plates. YOLO v8 has better accuracy than previous versions in detecting motor vehicle plate objects with EasyOCR to read motor vehicle serial numbers. The accuracy obtained from this system reaches 95%.