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undergraduate thesis
Detekcija igrača u snimkama nogometnih utakmica
Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing, 2024. urn:nbn:hr:168:306391
Vukić, Hrvoje
University of Zagreb
Faculty of Electrical Engineering and Computing

Institutional repository: FER Repository

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Vukić, H. (2024). Detekcija igrača u snimkama nogometnih utakmica (Undergraduate thesis). Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing. Retrieved from https://urn.nsk.hr/urn:nbn:hr:168:306391

Vukić, Hrvoje. "Detekcija igrača u snimkama nogometnih utakmica." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2024. https://urn.nsk.hr/urn:nbn:hr:168:306391

Vukić, Hrvoje. "Detekcija igrača u snimkama nogometnih utakmica." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2024. https://urn.nsk.hr/urn:nbn:hr:168:306391

Vukić, H. (2024). 'Detekcija igrača u snimkama nogometnih utakmica', Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, accessed 22 November 2024, https://urn.nsk.hr/urn:nbn:hr:168:306391

Vukić H. Detekcija igrača u snimkama nogometnih utakmica [Undergraduate thesis]. Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing; 2024 [cited 2024 November 22] Available at: https://urn.nsk.hr/urn:nbn:hr:168:306391

H. Vukić, "Detekcija igrača u snimkama nogometnih utakmica", Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, 2024. Available at: https://urn.nsk.hr/urn:nbn:hr:168:306391

Metadata
TitleDetekcija igrača u snimkama nogometnih utakmica
Title (english)Detection of players in football game video
AuthorHrvoje Vukić
MentorZoran Kalafatić (mentor)
Committee memberZoran Kalafatić (predsjednik povjerenstva)
Committee memberZorana Doždor (član povjerenstva)
Committee memberIva Sović (član povjerenstva)
GranterUniversity of Zagreb
Faculty of Electrical Engineering and Computing
Zagreb
Defense date and country2024-09-02, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Computing
Abstract
Rad opisuje razvoj i implementaciju sustava za detekciju i praćenje igrača nogometnih utakmica. . Projekt koristi YOLOv5 model za prepoznavanje igrača, lopti, sudaca i golmana na snimkama nogometnih utakmica. Implementacija uključuje korake pripreme podataka, učenje modela i evaluacije performansi na stvarnim videozapisima. Rad također uvodi metode za praćenje igrača kroz frameove te interpolaciju lopti, što poboljšava točnost i pouzdanost sustava. Opisane su mjere analize uspješnosti što pokazuje potencijal primjene ovoga projekta u profesionalnoj sportskoj analitici.
Abstract (english)
This paper describes the development and implementation of a system for detecting and tracking players in football match recordings. The project utilizes the YOLOv5 model to recognize players, balls, referees, and goalkeepers in football match videos. The implementation includes data preparation steps, model training, and performance evaluation on real videos. The paper also introduces methods for tracking players across frames and ball interpolation, enhancing the system's accuracy and reliability. Performance analysis measures demonstrate the potential application of this project in professional sports analytics.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:168:306391
Study programmeTitle: Computing
Study programme type: university
Study level: undergraduate
Academic / professional title: sveučilišni/a prvostupnik/ prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka računarstva (sveučilišni/a prvostupnik/ prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka računarstva)
Type of resourceText
File originBorn digital
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Created on2024-10-12 22:29:05