利用视觉效果特征对电影进行分类

Hui-Yu Huang, W. Shih, W. Hsu
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引用次数: 10

摘要

本文提出了一种利用底层特征和视觉效果特征对电影类型进行分类的方法。这种方法的目的是将电影分为不同的类型。我们目前的研究领域是电影预告。电影预告片通常强调电影的主题,从而为分级过程提供合适的信息。在我们的方法中,我们将电影分为三大类:动作片、剧情片和惊悚片。我们的方法结合了四个可计算的视频特征(平均镜头长度,颜色变化,运动内容和照明键)和视觉效果,以提供展示电影类别的优势信息。我们的方法也可以扩展到其他潜在的应用,包括在互联网上浏览和检索视频,视频点播和视频库。实验结果表明,视觉效果特征对电影类型的分类具有重要作用。
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Movie Classification Using Visual Effect Features
In this paper, we propose an approach to category the film kinds using low-level features and visual effect features. This approach aims to category the films into genres. Our current domain of study is the movie preview. A film preview often emphasizes the theme of a film and hence provides suitable information for classification process. In our approach, we classify films into three broad categories: Action, Dramas, and Thriller films. Four computable video features (average shot length, color variance, motion content and lighting key) and visual effects are combined in our approach to provide the advantage information to demonstrate the movie category. Our approach can also be extended for other potential applications, including browsing and retrieval of videos on the internet, video-on-demand, and video libraries. Experimental results show the visual effect feature play an important role for classifying the film kinds.
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