MARC details
| 000 -LEADER |
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| fixed length control field |
02678nam a22003257a 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 |
20250711092056.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
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| fixed length control field |
250711b |||||||| |||| 00| 0 eng d |
| 040 ## - CATALOGING SOURCE |
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| Original cataloging agency |
TUPM |
| Language of cataloging |
English |
| Transcribing agency |
TUPM |
| Modifying agency |
TUPM |
| Description conventions |
rda |
| 050 ## - LIBRARY OF CONGRESS CALL NUMBER |
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| Classification number |
BTH QA 76 |
| Item number |
C35 2025 |
| 100 ## - MAIN ENTRY--PERSONAL NAME |
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| Personal name |
Calulang, Mary Jane P. |
| Relator term |
author |
| 245 ## - TITLE STATEMENT |
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| Title |
Sorting and counterfeit detection of philippine banknotes for vending machines using surf feature extraction and graphbased pattern recognition/ |
| Statement of responsibility, etc. |
Mary Jane P. Calulang, Jeanne May H. Carolino, Maria Evita M. Juan, John Paul S. Monter, and Vincent Johanne P. Tenorio.-- |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. |
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| Place of publication, distribution, etc. |
Manila: |
| Name of publisher, distributor, etc. |
Technological University of the Philippines, |
| Date of publication, distribution, etc. |
2025. |
| 300 ## - PHYSICAL DESCRIPTION |
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| Extent |
xi, 171pages: |
| Dimensions |
29cm. |
| 336 ## - CONTENT TYPE |
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| Source |
rdacontent |
| 337 ## - MEDIA TYPE |
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| Source |
rdamedia |
| 338 ## - CARRIER TYPE |
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| Source |
rdacarrier |
| 500 ## - GENERAL NOTE |
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| General note |
Bachelor's thesis<br/><br/><br/> |
| 502 ## - DISSERTATION NOTE |
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| Dissertation note |
College of Science.--<br/> |
| Degree type |
Bachelor of science in computer science: |
| Name of granting institution |
Technological University of the Philippines,<br/> |
| Year degree granted |
2025. |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE |
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| Bibliography, etc. note |
Includes bibliographic references and index. |
| 520 ## - SUMMARY, ETC. |
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| Summary, etc. |
This study covers the development and testing of a system created to sort and<br/>authenticate Philippine banknotes meant for vending machines. Using SURF features for<br/>finding image features and graph-based pattern identification for classification, the<br/>system is designed to cope with the growing trend of secure and efficient verification of<br/>currency at unattended stores. It carried out a series of planned experiments to check the<br/>system’s performance for both new and old banknotes. Detecting banknotes resulted in a<br/>91.67% accuracy, having greater precision than recall except for the most valuable notes.<br/>In addition to assessing the system, a balanced group of technical and non-technical<br/>respondents shared what they thought of its usability, reliability and chances for use in<br/>the real world. Results from tests with consumers reveal that most people are very<br/>positive about how the machines function, how innovative they are and how they fit into<br/>existing systems. Research shows that new banknote styles are easier for people to<br/>identify, matching the characterization criteria the algorithms require. This research<br/>demonstrates that using both SURF and graph techniques in financial systems works well<br/>and shows where more improvements can be made in terms of solidity and future<br/>performance. |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical term or geographic name entry element |
Currency authentication |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical term or geographic name entry element |
Graph-based classification |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical term or geographic name entry element |
Detection accuracy |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
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| Personal name |
Carolino, Jeanne May H. |
| Relator term |
author |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
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| Personal name |
Juan, Maria Evita M. |
| Relator term |
author |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
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| Personal name |
Monter, John Paul S. |
| Relator term |
author |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Tenorio, Vincent Johanne P. |
| Relator term |
author |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
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| Source of classification or shelving scheme |
Library of Congress Classification |
| Koha item type |
Bachelor's Thesis COS |
| Suppress in OPAC |
No |