A real-time speed limit sign recognition system for autonomous vehicle using SSD / Nor Syahirah Saharudin

Saharudin, Nor Syahirah (2020) A real-time speed limit sign recognition system for autonomous vehicle using SSD / Nor Syahirah Saharudin. Degree thesis, Universiti Teknologi MARA, Cawangan Melaka.

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Abstract

In today's technology-driven world, there are a lot of devices or product have been invented where one of it is an autonomous vehicle. As the vehicle is driverless, a lot of systems and sensors must be embedded to make sure it operates finely. Traffic Sign Recognition (TSR) is one of the systems needed. As the number of vehicles on the road kept increasing over the years, road accident has been a major problem throughout the world indicating speeding as one of the main causes. This project aims to develop a system capable of performing a real-time speed limit sign recognition but only specific to five speed limits. Image processing technique is used to develop the system where a single layer network called Single Shot Multibox Detector (SSD) is used to detect and recognize the speed limit signboard and for the dataset, a German Traffic Sign Dataset (GTSD) is used. An accuracy testing using confusion matrix is conducted to find the accuracy of the system. The system achieves over 70% of the accuracy for detection and recognition of the signboard. For future works, an alert sound can be implemented when the speed limit is recognized but the speed of the car is faster than the speed detected on the signboard where the help of Global Positioning System (GPS) will be needed.

Metadata

Item Type: Thesis (Degree)
Creators:
Creators
Email
Saharudin, Nor Syahirah
2017412148
Contributors:
Contribution
Name
Email / ID Num.
Thesis advisor
Abu Mangshor, Nur Nabilah
UNSPECIFIED
Subjects: Q Science > QA Mathematics > Instruments and machines > Electronic Computers. Computer Science
Q Science > QA Mathematics > Real-time programming
Q Science > QA Mathematics > Instruments and machines > Electronic Computers. Computer Science > Operating systems (Computers)
Divisions: Universiti Teknologi MARA, Melaka > Jasin Campus > Faculty of Computer and Mathematical Sciences
Programme: Bachelor of Computer Science (Hons) (CS230)
Item ID: 35600
Uncontrolled Keywords: Real-time; Speed limit sign; Traffic Sign Recognition (TSR); Single Shot Multibox Detector (SSD); Global positioning System (GPS)
URI: https://ir.uitm.edu.my/id/eprint/35600

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