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  4. Automatic tablature transcription of electric guitar recordings by estimation of score- and instrument-related parameters
 
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2014
Conference Paper
Title

Automatic tablature transcription of electric guitar recordings by estimation of score- and instrument-related parameters

Abstract
In this paper we present a novel algorithm for automatic analysis, transcription, and parameter extraction from isolated polyphonic guitar recordings. In addition to general score-related information such as note onset, duration, and pitch, instrumentspecific information such as the plucked string, the applied plucking and expression styles are retrieved automatically. For this purpose, we adapted several state-of-the-art approaches for onset and offset detection, multipitch estimation, string estimation, feature extraction, and multi-class classification. Furthermore we investigated a robust partial tracking algorithm with respect to inharmonicity, an extensive extraction of novel and known audio features as well as the exploitation of instrument-based knowledge in the form of plausability filtering to obtain more reliable prediction. Our system achieved very high accuracy values of 98 % for onset and offset detection as well as multipitch estimation. For the instrument-related parameters, the proposed algorithm also showed very good performance with accuracy values of 82 % for the string number, 93 % for the plucking style, and 83 % for the expression style.
Author(s)
Kehling, Christian  
Abeßer, Jakob  
Dittmar, Christian  
Schuller, Gerald  
Mainwork
17th International Conference on Digital Audio Effects, DAFx 2014. Proceedings. Online resource  
Conference
International Conference on Digital Audio Effects (DAFx) 2014  
Link
Link
Language
English
Fraunhofer-Institut für Digitale Medientechnologie IDMT  
Keyword(s)
  • music transcription

  • playing technique estimation

  • string detection

  • tablature generation

  • automatic music analysis

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