MARC details
| 000 -LEADER |
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| fixed length control field |
02681nam a22003017a 4500 |
| 003 - CONTROL NUMBER IDENTIFIER |
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| control field |
OSt |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
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| control field |
20240815162831.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
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| fixed length control field |
240814s2024 ph ||||| abm| 00| 0 eng d |
| 040 ## - CATALOGING SOURCE |
|---|
| Original cataloging agency |
TUPM |
| Language of cataloging |
eng |
| Transcribing agency |
TUPM |
| Description conventions |
rda |
| 050 ## - LIBRARY OF CONGRESS CALL NUMBER |
|---|
| Classification number |
BTH QA 76 |
| Item number |
C66 2024 |
| 100 ## - MAIN ENTRY--PERSONAL NAME |
|---|
| Personal name |
Compra, Imee Q. |
| 245 ## - TITLE STATEMENT |
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| Title |
Vehicle Detection and Traffic Data Generation Using YOLOv8 in Metro Manila Highways / |
| Statement of responsibility, etc. |
Imee Q. Compra, Simon Daniel M. Dela Cruz, Ronan M. Esguerra, Joshuel Ernest Q. Simbulan, Andrew James S. Tejerero. |
| 264 ## - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE |
|---|
| Place of production, publication, distribution, manufacture |
Manila : |
| Name of producer, publisher, distributor, manufacturer |
Technological University of the Philippines, |
| Date of production, publication, distribution, manufacture, or copyright notice |
2024. |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
96 pages : |
| Other physical details |
illustrations ; |
| Dimensions |
29 cm. + |
| Accompanying material |
1 CD-ROM (4 3/4 in.) |
| 336 ## - CONTENT TYPE |
|---|
| Source |
rdacontent |
| Content type term |
text |
| 337 ## - MEDIA TYPE |
|---|
| Source |
rdamedia |
| Media type term |
unmediated |
| 338 ## - CARRIER TYPE |
|---|
| Source |
rdacarrier |
| Carrier type term |
volume |
| 500 ## - GENERAL NOTE |
|---|
| General note |
Thesis (Undergraduate) |
| 502 ## - DISSERTATION NOTE |
|---|
| Dissertation note |
College of Science -- |
| Degree type |
Bachelor of Science in Information Technology, |
| Name of granting institution |
Technological University of the Philippines, |
| Year degree granted |
2024. |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE |
|---|
| Bibliography, etc. note |
Includes bibliographical references. |
| 520 3# - SUMMARY, ETC. |
|---|
| Summary, etc. |
"The worsening traffic conditions in urban cities reflect neglect in proper preparation<br/>and a lack of studies about traffic management. This problem can be pointed out as one of<br/>the effects of having insufficient comprehensive data, specifically in Metro Manila. The<br/>primary objective of this study is to develop a project that can replace the traditional ways<br/>of collecting and generating traffic data with a more robust, automated, and scalable web<br/>application. YOLOv8 – the main algorithm for vehicle detection – was implemented on a<br/>diverse dataset of traffic images in highway environments. The model's accuracy, speed,<br/>and robustness were assessed through precision, recall, and score metrics. Data generation<br/>techniques are also employed to export traffic count values from either live or recorded<br/>video inputs. The results demonstrate that the YOLOv8 achieved a high detection accuracy<br/>with a mean average precision (mAP) of 86.76% and a real-time processing speed of 20-<br/>30 frames per second (FPS), and successfully generating compact traffic data that can be<br/>used for data-driven scientific studies. That concludes that this project is a potential<br/>stepping stone towards understanding the underlying crisis involving road and<br/>transportation systems as it takes advantage of modern technologies to resolve and provide<br/>a faster and more flexible solution for the lack of extensive traffic volume data in cities." - Author's Abstract |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Dela Cruz, Simon Daniel M. |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Esguerra, Ronan M. |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Simbulan, Joshuel Ernest Q. |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Tejerero, Andrew James S. |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
|---|
| Source of classification or shelving scheme |
Library of Congress Classification |
| Koha item type |
Bachelor's Thesis COS |
| Suppress in OPAC |
No |