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undergraduate thesis
Računalni vid u upravljanju rampom i identifikaciji vozila
Zagreb: University of Zagreb, Faculty of Mechanical Engineering and Naval Architecture, 2023. urn:nbn:hr:235:013293
Majnarić, Luka
University of Zagreb
Faculty of Mechanical Engineering and Naval Architecture

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

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Majnarić, L. (2023). Računalni vid u upravljanju rampom i identifikaciji vozila (Undergraduate thesis). Zagreb: University of Zagreb, Faculty of Mechanical Engineering and Naval Architecture. Retrieved from https://urn.nsk.hr/urn:nbn:hr:235:013293

Majnarić, Luka. "Računalni vid u upravljanju rampom i identifikaciji vozila." Undergraduate thesis, University of Zagreb, Faculty of Mechanical Engineering and Naval Architecture, 2023. https://urn.nsk.hr/urn:nbn:hr:235:013293

Majnarić, Luka. "Računalni vid u upravljanju rampom i identifikaciji vozila." Undergraduate thesis, University of Zagreb, Faculty of Mechanical Engineering and Naval Architecture, 2023. https://urn.nsk.hr/urn:nbn:hr:235:013293

Majnarić, L. (2023). 'Računalni vid u upravljanju rampom i identifikaciji vozila', Undergraduate thesis, University of Zagreb, Faculty of Mechanical Engineering and Naval Architecture, accessed 13 July 2024, https://urn.nsk.hr/urn:nbn:hr:235:013293

Majnarić L. Računalni vid u upravljanju rampom i identifikaciji vozila [Undergraduate thesis]. Zagreb: University of Zagreb, Faculty of Mechanical Engineering and Naval Architecture; 2023 [cited 2024 July 13] Available at: https://urn.nsk.hr/urn:nbn:hr:235:013293

L. Majnarić, "Računalni vid u upravljanju rampom i identifikaciji vozila", Undergraduate thesis, University of Zagreb, Faculty of Mechanical Engineering and Naval Architecture, Zagreb, 2023. Available at: https://urn.nsk.hr/urn:nbn:hr:235:013293

Metadata
TitleRačunalni vid u upravljanju rampom i identifikaciji vozila
Title (english)Computer vision in ramp control and vehicle identification
AuthorLuka Majnarić
MentorDubravko Majetić (mentor)
GranterUniversity of Zagreb
Faculty of Mechanical Engineering and Naval Architecture
Zagreb
Defense date and country2023-09-28, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Mechanical Engineering
Abstract
U ovom radu se razmatra uporaba računalnog vida za očitavanje registarskih pločica vozila s ciljem primjene u sustavima koji koriste rampe. Trenira se model za prepoznavanje registarskih pločica, a tekst se očitava pomoću odvojenog modela. Koristi se prijenosno učenje na najnovijim modelima za detekciju objekata. Opisane su njihove arhitekture i načini na koje razni hiperparametri utječu na točnost prepoznavanja. Nakon izolacije registarske pločice, primjenjuje se niz metoda predobrade slike radi povećanja preciznosti prepoznavanja teksta. Odabir modela uzima u obzir rad u industriji, stoga je prioritet ravnoteža između brzine, točnosti i potrebne računalne snage. Predložena je hardverska implementacija cijelog procesa.
Abstract (english)
This paper considers the use of computer vision for reading vehicle license plates with the aim of application in systems that use ramps. A license plate recognition model is trained, and the text is read using a separate model. It uses transfer learning on state-of-the-art object detection models. Their architectures and the ways in which various hyperparameters affect recognition accuracy are described. After isolating the license plate, several image preprocessing methods are applied to increase the accuracy of text recognition. As the selection of the model considers the industry applications, the priority is always the balance between speed, accuracy, and desired computing power. A hardware implementation of the entire process is also proposed.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:235:013293
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 on2023-09-27 21:57:18