基于EEG情绪状态增强用户标签的多媒体用户反馈

S. Davis, E. Cheng, I. Burnett, C. Ritz
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引用次数: 8

摘要

对大型多媒体集合的有效的基于内容的访问需要具有人类意义的注释,而媒体的用户标记是获得这种语义元数据的一种方法。标签还可以作为用户反馈,对多媒体体验的质量进行评估;然而,标签可能缺乏用户上下文,并且在不同的用户之间变得模棱两可。此外,用户标记是一个经过深思熟虑的离散事件,在标记事件之间,用户对媒体的反应可能会有很大的不同。本文扩展了作者的社交多媒体适应框架,探索使用从消费者脑电图耳机获得的脑电图生物信号来形成围绕明确标记活动的上下文,并在用户标记事件之间作为用户情感反馈。调查分组参与者反应的初步用户研究表明,除了陀螺仪信息外,最具指示性的情绪状态是短期兴奋、投入和沮丧。
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Multimedia user feedback based on augmenting user tags with EEG emotional states
Efficient content-based access to large multimedia collections requires annotations that are human-meaningful, and user tagging of media is one means to obtain such semantic metadata. Tags can also act as user feedback essential for quality of multimedia experience assessment; however, tags can lack user context and become ambiguous between different users. Further, user tagging is a deliberate and discrete event where a user's response to the media can significantly vary in-between tagging events. This paper extends upon the authors' social multimedia adaptation framework to explore the use of EEG biosignals obtained from consumer EEG headsets to form context around explicit tagging activities and as user emotional feedback in-between user tagging events. Preliminary user studies investigating grouped participant responses indicate the most indicative emotional states to be short-term excitement, engagement and frustration in addition to gyroscope information.
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