20.500.12556/DKUM-86546 Razvoj sistema za zaznavo oglasov s pomočjo strojnega učenja magistrsko delo Development of ad detection system with machine learning algorithms Magistrsko delo opisuje celotni postopek izdelovanje sistema za iskanje oglasa v toku posnetkov. Vsebuje predstavitev predobdelave oglasa ter posnetkov, iskanje slike v posnetku z lastno implementacijo ter s pomočjo storitve AWS Rekognition, uporabniški vmesnik ter predstavitev rezultatov oziroma testiranje sistema. Aplikacija deluje na podlagi iskanja dveh podobnih slik kjer v primeru podobnosti uporabnik dobi določene meta podatke (čas ujemanja, odstotek ujemanja ter ime datoteke) ter sliko, kdaj se je pojavil oglas v toku posnetkov. Sistem smo ovrednotili z mero F1, kjer smo dobili 100% uspešnost. The master's thesis describes the entire process of creating a system for searching of advertisements in video streams. It includes the presentation of advertisement and video preprocessing, searching for an image within a video using a custom implementation and with the help of AWS Rekognition service, the user interface, and the presentation of results or system testing. The application operates based on searching for two similar images where, in the case of similarity, the user receives certain metadata (time of match in the video stream, percentage of match, and the file name) and the image of the advertisement that appeared in the video stream. The system was evaluated using the F1 measure, where it achieved a 100% success rate. strojno učenje zaznava oglasov AWS FFMPEG machine learning ad detection AWS FFMPEG true true false [L. Abraham] Slovenski jezik Angleški jezik Magistrsko delo/naloga 2023-12-11 09:27:32 2023-12-22 09:30:50 2024-02-01 03:36:53 0000-00-00 00:00:00 2023 0 Maribor 0 Maribor 1 spletni vir (1 datoteka PDF (X, 61 f.)) 0000-00-00 NiDoloceno NiDoloceno NiDoloceno 0000-00-00 0000-00-00 0000-00-00 004.93:004.85(043.2) 183114755 MAG_Abraham_Leon_2023.pdf MAG_Abraham_Leon_2023.pdf 1 C68B8D252DAD24A6EBA96803818A7801 5c4f32bfb6a7ac33e880852fe4cbb7ba906c7b0a9c5258c3a8bc087bd682e3b2 0badc2e3-9d86-11ee-804c-00155d000105 https://dk.um.si/Dokument.php?lang=slv&id=174902 Fakulteta za elektrotehniko, računalništvo in informatiko 0 0 0