A license plate and road violations recorder system for buses in EDSA

This study introduces a license plate and road violations recorder system in EDSA using image processing. Due to the shortage of human resources, it's impossible to record violations committed by buses. The researchers makes use of OPENCV library and Python language to implement a system than c...

Full description

Saved in:
Bibliographic Details
Main Authors: Bernil, John Joel H., Michael, Daphne L., Rivera, Gabriel Craig H., Sembrano, Emil Ponce L., Yu, Renier Bangle M.
Format: text
Language:English
Published: Animo Repository 2015
Subjects:
Online Access:https://animorepository.dlsu.edu.ph/etd_bachelors/10836
Tags: Add Tag
No Tags, Be the first to tag this record!
Institution: De La Salle University
Language: English
id oai:animorepository.dlsu.edu.ph:etd_bachelors-11481
record_format eprints
spelling oai:animorepository.dlsu.edu.ph:etd_bachelors-114812022-02-04T09:29:20Z A license plate and road violations recorder system for buses in EDSA Bernil, John Joel H. Michael, Daphne L. Rivera, Gabriel Craig H. Sembrano, Emil Ponce L. Yu, Renier Bangle M. This study introduces a license plate and road violations recorder system in EDSA using image processing. Due to the shortage of human resources, it's impossible to record violations committed by buses. The researchers makes use of OPENCV library and Python language to implement a system than can detect buses while recording the violations committed like number coding, out-of-lane violation, smoke belching and overstaying. The researchers was able to get an accuracy of 95.08% with an MCC of 0.64 in bus detection The system was able to detect 79% of license plates while having a 100% detection in out-of-lane violation if the bus is successfully detected. The system was also able to detect smoke belching vehicles 95% of the time. In terms of overstaying, the system was able to detect the overstaying with less than 2% percent difference to the actual time the buses stays in the bus stop. 2015-01-01T08:00:00Z text https://animorepository.dlsu.edu.ph/etd_bachelors/10836 Bachelor's Theses English Animo Repository Traffic violations Distracted driving Roads -- Interchanges and intersections Intelligent transportation systems Communication Electrical and Electronics Engineering
institution De La Salle University
building De La Salle University Library
continent Asia
country Philippines
Philippines
content_provider De La Salle University Library
collection DLSU Institutional Repository
language English
topic Traffic violations
Distracted driving
Roads -- Interchanges and intersections
Intelligent transportation systems
Communication
Electrical and Electronics
Engineering
spellingShingle Traffic violations
Distracted driving
Roads -- Interchanges and intersections
Intelligent transportation systems
Communication
Electrical and Electronics
Engineering
Bernil, John Joel H.
Michael, Daphne L.
Rivera, Gabriel Craig H.
Sembrano, Emil Ponce L.
Yu, Renier Bangle M.
A license plate and road violations recorder system for buses in EDSA
description This study introduces a license plate and road violations recorder system in EDSA using image processing. Due to the shortage of human resources, it's impossible to record violations committed by buses. The researchers makes use of OPENCV library and Python language to implement a system than can detect buses while recording the violations committed like number coding, out-of-lane violation, smoke belching and overstaying. The researchers was able to get an accuracy of 95.08% with an MCC of 0.64 in bus detection The system was able to detect 79% of license plates while having a 100% detection in out-of-lane violation if the bus is successfully detected. The system was also able to detect smoke belching vehicles 95% of the time. In terms of overstaying, the system was able to detect the overstaying with less than 2% percent difference to the actual time the buses stays in the bus stop.
format text
author Bernil, John Joel H.
Michael, Daphne L.
Rivera, Gabriel Craig H.
Sembrano, Emil Ponce L.
Yu, Renier Bangle M.
author_facet Bernil, John Joel H.
Michael, Daphne L.
Rivera, Gabriel Craig H.
Sembrano, Emil Ponce L.
Yu, Renier Bangle M.
author_sort Bernil, John Joel H.
title A license plate and road violations recorder system for buses in EDSA
title_short A license plate and road violations recorder system for buses in EDSA
title_full A license plate and road violations recorder system for buses in EDSA
title_fullStr A license plate and road violations recorder system for buses in EDSA
title_full_unstemmed A license plate and road violations recorder system for buses in EDSA
title_sort license plate and road violations recorder system for buses in edsa
publisher Animo Repository
publishDate 2015
url https://animorepository.dlsu.edu.ph/etd_bachelors/10836
_version_ 1772834676173438976