Hand-by-Hand Mentor: An AR based Training System for Piano Performance

Ruoxi Guo, Jiahao Cui, Wanru Zhao, Shuai Li, A. Hao
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引用次数: 6

Abstract

Multimedia instrument training has gained great momentum benefiting from augmented and/or virtual reality (AR/VR) technologies. We present an AR-based individual training system for piano performance that uses only MIDI data as input. Based on fingerings decided by a pre-trained Hidden Markov Model (HMM), the system employs musical prior knowledge to generate natural-looking 3D animation of hand motion automatically. The generated virtual hand demonstrations are rendered in head-mounted displays and registered with a piano roll. Two user studies conducted by us show that the system requires relatively less cognitive load and may increase learning efficiency and quality.
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手把手导师:基于AR的钢琴演奏训练系统
得益于增强现实和/或虚拟现实(AR/VR)技术,多媒体乐器培训获得了巨大的动力。我们提出了一个基于ar的钢琴演奏个人训练系统,它只使用MIDI数据作为输入。该系统基于预训练的隐马尔可夫模型(HMM)确定的指法,利用音乐先验知识自动生成外观自然的手部运动3D动画。生成的虚拟手演示在头戴式显示器中呈现,并与钢琴卷一起注册。我们进行的两项用户研究表明,该系统需要相对较少的认知负荷,可以提高学习效率和质量。
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