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Pregled bibliografske jedinice broj: 709099

Zbornik radova

Autori: Ivašić-Kos, Marina; Pobar, Miran; Mikec, Luka
Naslov: Movie posters classification into genres based on low-level features
( Movie posters classification into genres based on low-level features )
Izvornik: Proceedings of the 37th International Convention on Information and Communication Technology, Electronics and Microelectronics (MIPRO) / Biljanović, Petar (ur.). - Rijeka : Croatian Society for Information and Communication Technology, Electronics and Microelectronics - MIPRO , 2014. 1448-1453 (ISBN: 978-953-233-078-6).
Skup: International Convention on Information and Communication Technology, Electronics and Microelectronics (37 ; 2014)
Mjesto i datum: Opatija, Hrvatska, 26-30.05.2014.
Ključne riječi: multi-label classification ; data transformation method ; movie poster
( multi-label classification ; data transformation method ; movie poster )
Sažetak:
A person can quickly grasp the genre (drama, comedy, cartoons, etc.) from a movie poster, regardless of visual clutter and the level of details. Bearing this in mind, it can be assumed that simple properties of a movie poster should play a significant role in automated detection of movie genres. Therefore, low-level features based on colors and edges are extracted from poster images and used for poster classification into genres. In this paper, poster classification is modeled as a multilabel classification task, where a single movie may belong to more than one class (genre). To simplify and solve the multilabel problem, two methods for multi-label data transformation are described and evaluated given the classification results obtained by distance ranking, Naïve Bayes and RAKEL. Experiments are conducted on a set of 1500 posters with 6 movie genres. Results provide insights into the properties of the discussed algorithms and features.
Vrsta sudjelovanja: Predavanje
Vrsta prezentacije u zborniku: Cjeloviti rad (više od 1500 riječi)
Vrsta recenzije: Međunarodna recenzija
Projekt / tema: višemodalna komunikacija čovjek stroj, Prirodna, 318-0361935-0852
Izvorni jezik: eng
Kategorija: Znanstveni
Znanstvena područja:
Računarstvo,Informacijske i komunikacijske znanosti
Upisao u CROSBI: Miran Pobar (mpobar@inf.uniri.hr), 4. Kol. 2014. u 11:43 sati



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