Biometric Responses to Music-Rich Segments in Films: The CDVPlex

A. Smeaton, S. Rothwell
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引用次数: 26

Abstract

Summarising or generating trailers for films or movies involves finding the highlights within those films, those segments where we become most afraid, happy, sad, annoyed, excited, etc. In this paper we explore three questions related to automatic detection of film highlights by measuring the physiological responses of viewers of those films. Firstly, whether emotional highlights can be detected through viewer biometrics, secondly whether individuals watching a film in a group experience similar emotional reactions as others in the group and thirdly whether the presence of music in a film correlates with the occurrence of emotional highlights. We  analyse the results of an experiment known as the CDVPlex, where we monitored and recorded physiological reactions from people as they viewed films in a controlled cinema-like environment. A selection of films were manually annotated for the locations of their emotive contents. We then studied the physiological peaks identified among participants while viewing the same film and how these correlated with emotion tags and with music. We conclude that these are highly correlated and that music-rich segments of a film do act as a catalyst in stimulating viewer response, though we don't know what exact emotions the viewers were experiencing.  The results of this work could impact the way in which we index movie content on PVRs for example, paying special significance to movie segments which are most likely to be highlights.
对电影中音乐丰富片段的生物识别反应:CDVPlex
为电影或电影总结或制作预告片需要找到这些电影中的亮点,即那些让我们感到最害怕、最快乐、最悲伤、最烦恼、最兴奋的片段。在本文中,我们通过测量这些电影观众的生理反应来探讨与电影亮点自动检测相关的三个问题。首先,情感亮点是否可以通过观众生物识别技术检测到;其次,在一个群体中观看电影的个人是否会经历与群体中其他人相似的情感反应;第三,电影中音乐的存在是否与情感亮点的发生相关。我们分析了一个名为CDVPlex的实验结果,在这个实验中,我们监测并记录了人们在一个类似电影院的受控环境中观看电影时的生理反应。一些影片被手工标注为它们的情感内容的位置。然后,我们研究了参与者在观看同一部电影时发现的生理高峰,以及这些高峰与情感标签和音乐的关系。我们得出的结论是,这两者是高度相关的,电影中音乐丰富的片段确实是刺激观众反应的催化剂,尽管我们不知道观众正在经历的确切情绪。这项工作的结果可能会影响我们在pvr上索引电影内容的方式,例如,对最有可能成为亮点的电影片段给予特殊的意义。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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