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Movie posters classification into genres based on low-level features (CROSBI ID 613200)

Prilog sa skupa u zborniku | izvorni znanstveni rad | međunarodna recenzija

Ivašić-Kos, Marina ; Pobar, Miran ; Mikec, Luka Movie posters classification into genres based on low-level features // Proceedings of the 37th International Convention on Information and Communication Technology, Electronics and Microelectronics (MIPRO) / Biljanović, Petar (ur.). Rijeka: Hrvatska udruga za informacijsku i komunikacijsku tehnologiju, elektroniku i mikroelektroniku - MIPRO, 2014. str. 1448-1453

Podaci o odgovornosti

Ivašić-Kos, Marina ; Pobar, Miran ; Mikec, Luka

engleski

Movie posters classification into genres based on low-level features

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.

multi-label classification ; data transformation method ; movie poster

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Podaci o prilogu

1448-1453.

2014.

objavljeno

Podaci o matičnoj publikaciji

Proceedings of the 37th International Convention on Information and Communication Technology, Electronics and Microelectronics (MIPRO)

Biljanović, Petar

Rijeka: Hrvatska udruga za informacijsku i komunikacijsku tehnologiju, elektroniku i mikroelektroniku - MIPRO

978-953-233-078-6

Podaci o skupu

International Convention on Information and Communication Technology, Electronics and Microelectronics (37 ; 2014))

predavanje

26.05.2014-30.05.2014

Opatija, Hrvatska

Povezanost rada

Računarstvo, Informacijske i komunikacijske znanosti