Context-aware gesture recognition in classical music conducting

Álvaro Sarasúa
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引用次数: 7

Abstract

Body movement has received increasing attention in music technology research during the last years. Some new musical interfaces make use of gestures to control music in a meaningful and intuitive way. A typical approach is to use the orchestra conducting paradigm, in which the computer that generates the music would be a \textit{virtual orchestra} conducted by the user. However, although conductors' gestures are complex and their meaning can vary depending on the musical context, this context-dependency is still to explore. We propose a method to study context-dependency of body and facial gestures of conductors in orchestral classical music based on temporal clustering of gestures into actions, followed by an analysis of the evolution of audio features after action occurrences. For this, multi-modal data (audio, video, motion capture) will be recorded in real live concerts and rehearsals situations using unobtrusive techniques.
古典音乐指挥中的语境感知手势识别
近年来,肢体动作在音乐技术研究中受到越来越多的关注。一些新的音乐界面利用手势以一种有意义和直观的方式来控制音乐。一种典型的方法是使用管弦乐队指挥范式,其中生成音乐的计算机将是由用户指挥的\textit{虚拟管弦乐队}。然而,尽管指挥家的手势是复杂的,其含义可以根据音乐环境而变化,但这种环境依赖性仍有待探索。本文提出了一种基于动作时间聚类的古典管弦乐指挥家肢体和面部动作的语境依赖性研究方法,并分析了动作发生后音频特征的演变。为此,多模态数据(音频、视频、动作捕捉)将在真实的现场音乐会和排练中使用不引人注目的技术进行记录。
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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