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undergraduate thesis
Sustav za višestruku klasifikaciju i detekciju objekata
Zagreb: University of Zagreb, Faculty of Mechanical Engineering and Naval Architecture, 2024. urn:nbn:hr:235:387106
Lapov-Ugrina, Lucija
University of Zagreb
Faculty of Mechanical Engineering and Naval Architecture

Institutional repository: Repository of Faculty of Mechanical Engineering and Naval Architecture University of Zagreb

Cite this document

Lapov Ugrina, L. (2024). Sustav za višestruku klasifikaciju i detekciju objekata (Undergraduate thesis). Zagreb: University of Zagreb, Faculty of Mechanical Engineering and Naval Architecture. Retrieved from https://urn.nsk.hr/urn:nbn:hr:235:387106

Lapov Ugrina, Lucija. "Sustav za višestruku klasifikaciju i detekciju objekata." Undergraduate thesis, University of Zagreb, Faculty of Mechanical Engineering and Naval Architecture, 2024. https://urn.nsk.hr/urn:nbn:hr:235:387106

Lapov Ugrina, Lucija. "Sustav za višestruku klasifikaciju i detekciju objekata." Undergraduate thesis, University of Zagreb, Faculty of Mechanical Engineering and Naval Architecture, 2024. https://urn.nsk.hr/urn:nbn:hr:235:387106

Lapov Ugrina, L. (2024). 'Sustav za višestruku klasifikaciju i detekciju objekata', Undergraduate thesis, University of Zagreb, Faculty of Mechanical Engineering and Naval Architecture, accessed 17 November 2024, https://urn.nsk.hr/urn:nbn:hr:235:387106

Lapov Ugrina L. Sustav za višestruku klasifikaciju i detekciju objekata [Undergraduate thesis]. Zagreb: University of Zagreb, Faculty of Mechanical Engineering and Naval Architecture; 2024 [cited 2024 November 17] Available at: https://urn.nsk.hr/urn:nbn:hr:235:387106

L. Lapov Ugrina, "Sustav za višestruku klasifikaciju i detekciju objekata", Undergraduate thesis, University of Zagreb, Faculty of Mechanical Engineering and Naval Architecture, Zagreb, 2024. Available at: https://urn.nsk.hr/urn:nbn:hr:235:387106

Metadata
TitleSustav za višestruku klasifikaciju i detekciju objekata
Title (english)System for multiple classification and object detection
AuthorLucija Lapov-Ugrina
MentorTomislav Stipančić (mentor)
GranterUniversity of Zagreb
Faculty of Mechanical Engineering and Naval Architecture
Zagreb
Defense date and country2024-09-26, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Mechanical Engineering
Abstract
Ovaj rad ima za cilj izgradnju sustava za višestruku klasifikaciju i detekciju objekata koristeći prilagođene algoritme strojnog učenja optimizirane za uređaje s ograničenim resursima poput mikrokontrolera. To znači da ovakav sustav istovremeno mora biti lagan, ali i učinkovit. U praktičnom dijelu rada koristi se mikrokontroler XIAO ESP32S3 za snimanje slika i testiranje modela te platforma Edge Impulse Studio za treniranje modela detekcije objekata. Primijenjen je FOMO model strojnog učenja, optimiziran za rad na uređajima s malom količinom memorije i niskom potrošnjom energije. Evaluacija modela obuhvaća analizu njegove točnosti i efikasnosti u uvjetima rada na uređajima s ograničenim memorijskim i procesorskim kapacitetima.
Abstract (english)
This thesis aims to build a system for multi-object classification and detection using customized machine learning algorithms optimized for resource-constrained devices such as microcontrollers. This means that such a system must be both lightweight and efficient. In the practical part of the work, the XIAO ESP32S3 microcontroller is used for capturing images and testing the model, and the Edge Impulse Studio platform is employed for training the object detection model. The FOMO machine learning model, optimized for devices with limited memory and low energy consumption, is applied. The evaluation of the model includes an analysis of its accuracy and efficiency under conditions of limited memory and processing capacity.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:235:387106
Study programmeTitle: Mechanical Engineering
Study programme type: university
Study level: undergraduate
Academic / professional title: sveučilišni/a prvostupnik/prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka strojarstva (sveučilišni/a prvostupnik/prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka strojarstva)
Type of resourceText
File originBorn digital
Access conditionsOpen access
Terms of useLicence In copyright icon
Created on2024-09-20 10:58:41