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Recognizing Induced Emotions of Movie Audiences: Are Induced and Perceived Emotions the Same?

机译:识别电影观众的诱发情绪:诱发情绪和感知情绪是否相同?

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摘要

Predicting the emotional response of movie audi- ences to affective movie content is a challenging task in affective computing. Previous work has focused on using audiovisual movie content to predict movie induced emotions. However, the relationship between the audience’s perceptions of the affective movie content (perceived emotions) and the emotions evoked in the audience (induced emotions) remains unexplored. In this work, we address the relationship between perceived and in- duced emotions in movies, and identify features and modelling approaches effective for predicting movie induced emotions. First, we extend the LIRIS-ACCEDE database by annotating perceived emotions in a crowd-sourced manner, and find that perceived and induced emotions are not always consistent. Second, we show that dialogue events and aesthetic highlights are effective predictors of movie induced emotions. In addition to movie based features, we also study physiological and be- havioural measurements of audiences. Our experiments show that induced emotion recognition can benefit from including temporal context and from including multimodal information. Our study bridges the gap between affective content analysis and induced emotion prediction.
机译:预测电影观众对情感电影内容的情感反应是情感计算中的一项艰巨任务。先前的工作集中在使用视听电影内容来预测电影引起的情绪。但是,观众对情感电影内容的感知(感知的情感)与观众中诱发的情感(诱发的情感)之间的关系尚待探索。在这项工作中,我们解决了电影中感知到的情绪和诱发的情绪之间的关系,并确定了可有效预测电影诱发的情绪的特征和建模方法。首先,我们通过以众包方式注释感知的情感来扩展LIRIS-ACCEDE数据库,发现感知的情感和诱发的情感并不总是一致的。其次,我们证明对话事件和美学亮点是电影诱发情感的有效预测指标。除了基于电影的功能外,我们还研究观众的生理和行为测量。我们的实验表明,诱导情感识别可以从包含时间上下文和包含多模式信息中受益。我们的研究弥合了情感内容分析和诱导情感预测之间的差距。

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