WHAT MAKES MUSIC MUSICAL? A FRAMEWORK FOR EXTRACTING PERFORMANCE EXPRESSION AND EMOTION IN MUSICAL SOUND

被引:0
作者
Gang, Ren [1 ,2 ]
Lundberg, Justin [2 ]
Bocko, Gregory [1 ]
Headlam, Dave [1 ,2 ]
Bocko, Mark F. [1 ,2 ]
机构
[1] Univ Rochester, Dept Elect & Comp Engn, Edmund A Hajim Sch Engn & Appl Sci, Rochester, NY 14627 USA
[2] Univ Rochester, Eastman Sch Music, Dept Music Theory, Rochester, NY 14627 USA
来源
2011 IEEE DIGITAL SIGNAL PROCESSING WORKSHOP AND IEEE SIGNAL PROCESSING EDUCATION WORKSHOP (DSP/SPE) | 2011年
关键词
Feature Extraction; Expressive Music Performance; Dynamic Time Warping; Music Education; Language Processing;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
We present a framework to provide a quantitative representation of aspects of musical sound that are associated with musical expressiveness and emotions. After a brief introduction to the background of expressive features in music, we introduce a score to audio mapping algorithm based on dynamic time warping, which segments the audio by comparing it to a music score. Expressive feature extraction algorithms are then introduced. The algorithms extract an expressive feature set that includes pitch deviation, loudness, timbre, timing, articulation, and modulation from the segmented audio to construct an expressive feature database. We have demonstrated these tools in the context of solo western classical music, specifically for the solo oboe. We also discuss potential applications to music performance education and music "language" processing.
引用
收藏
页码:301 / 306
页数:6
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