Modeling Bends in Popular Music Guitar Tablatures

August 22, 2023 ยท Declared Dead ยท ๐Ÿ› International Society for Music Information Retrieval Conference

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Authors Alexandre D'Hooge, Louis Bigo, Ken Dรฉguernel arXiv ID 2308.12307 Category cs.SD: Sound Cross-listed cs.AI, cs.MM, eess.AS Citations 2 Venue International Society for Music Information Retrieval Conference Last Checked 4 months ago
Abstract
Tablature notation is widely used in popular music to transcribe and share guitar musical content. As a complement to standard score notation, tablatures transcribe performance gesture information including finger positions and a variety of guitar-specific playing techniques such as slides, hammer-on/pull-off or bends.This paper focuses on bends, which enable to progressively shift the pitch of a note, therefore circumventing physical limitations of the discrete fretted fingerboard. In this paper, we propose a set of 25 high-level features, computed for each note of the tablature, to study how bend occurrences can be predicted from their past and future short-term context. Experiments are performed on a corpus of 932 lead guitar tablatures of popular music and show that a decision tree successfully predicts bend occurrences with an F1 score of 0.71 anda limited amount of false positive predictions, demonstrating promising applications to assist the arrangement of non-guitar music into guitar tablatures.
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