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Could you guess an interesting movie from the posters?: An evaluation of vision-based features on movie poster database

机译:你能从海报中猜出一部有趣的电影吗?   基于视觉的电影海报数据库功能

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摘要

In this paper, we aim to estimate the Winner of world-wide film festival fromthe exhibited movie poster. The task is an extremely challenging because theestimation must be done with only an exhibited movie poster, without any filmratings and box-office takings. In order to tackle this problem, we havecreated a new database which is consist of all movie posters included in thefour biggest film festivals. The movie poster database (MPDB) contains historicmovies over 80 years which are nominated a movie award at each year. We apply acouple of feature types, namely hand-craft, mid-level and deep feature toextract various information from a movie poster. Our experiments showedsuggestive knowledge, for example, the Academy award estimation can be betterrate with a color feature and a facial emotion feature generally performs goodrate on the MPDB. The paper may suggest a possibility of modeling human tastefor a movie recommendation.
机译:本文旨在通过展出的电影海报来估计世界电影节的获胜者。该任务非常具有挑战性,因为必须仅使用展示的电影海报来进行估算,而不能进行任何电影摄制和票房收入的估算。为了解决这个问题,我们创建了一个新数据库,其中包括四个最大的电影节中包含的所有电影海报。电影海报数据库(MPDB)包含80多年的历史电影,每年都被提名电影奖。我们应用了两种特征类型,即手工,中级和深层特征,以从电影海报中提取各种信息。我们的实验显示了建议性知识,例如,可以使用颜色特征更好地获得奥斯卡金像奖的估计,而面部表情特征通常可以在MPDB上表现出色。本文可能会建议对电影推荐的人类品味进行建模。

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