MARC details
| 000 -LEADER |
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| fixed length control field |
02836nam 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 |
20250711160526.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
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| fixed length control field |
250710b |||||||| |||| 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 |
D59 2025 |
| 100 ## - MAIN ENTRY--PERSONAL NAME |
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| Personal name |
Dizon, Malcolm Xavier L. |
| Relator term |
author |
| 245 ## - TITLE STATEMENT |
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| Title |
Breadtec: |
| Remainder of title |
An assistant detection app for common filipino bread varieties using yolo11/ |
| Statement of responsibility, etc. |
Malcolm Xavier L. Dizon, Benj Anne T. Mameles, Rhea Miguela M. Manansala, Hana Joy Q. Marinduque, and Juan Gabriel Q. Segovia.-- |
| 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 |
119pages: |
| 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 |
| 502 ## - DISSERTATION NOTE |
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| Dissertation note |
College of Science.-- |
| Degree type |
Bachelor of science in computer science: |
| Name of granting institution |
Technological University of the Philippines, |
| 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. |
Filipino bread varieties represent an important aspect of the country's culinary heritage,<br/>yet many people struggle to identify specific types. This study developed BreadTec, a mobile<br/>application that uses machine learning to detect and classify common Filipino bread varieties<br/>from images. The research followed the Cross-Industry Standard Process for Data Mining<br/>(CRISP-DM) methodology for model development and Agile methodology for mobile<br/>application development. A YOLO11s object detection model was trained on a dataset of<br/>Filipino bread images collected from local bakeries and web sources, then deployed to Google<br/>Cloud Run for real-time inference. The Android application was developed using Android Studio<br/>and integrated with Firebase for data storage.<br/>The trained model achieved a mean Average Precision ([email protected]) of 0.909, with<br/>detection accuracy exceeding 95% under optimal conditions and above 85% under challenging<br/>conditions. User evaluation using ISO 25010 quality characteristics with 40 respondents showed<br/>an overall mean score of 3.37 out of 4.0, surpassing target scores and indicating strong user<br/>satisfaction across all measured quality attributes.<br/>The study demonstrates the technical feasibility of using deep learning for cultural food<br/>recognition applications. BreadTec effectively combines technological functionality with cultural<br/>education, providing a digital tool for preserving Filipino culinary heritage while potentially<br/>supporting local bakeries through enhanced consumer knowledge of traditional bread varieties. |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Culinary |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical term or geographic name entry element |
Detection app |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical term or geographic name entry element |
Mobile application |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
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| Personal name |
Mameles, Benj Anne T. |
| Relator term |
author |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Manansala, Rhea Miguela M. |
| Relator term |
author |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Marinduque, Hana Joy Q. |
| Relator term |
author |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Segovia, Juan Gabriel Q. |
| 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 |