2010
DOI: 10.1080/09298215.2010.512979
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Delayed Decision-making in Real-time Beatbox Percussion Classification

Abstract: Real-time classification applied to a vocal percussion signal holds potential as an interface for live musical control. In this article we propose a novel approach to resolving the tension between the needs for low-latency reaction and reliable classification, by deferring the final classification decision until after a response has been initiated. We introduce a new dataset of annotated human beatbox recordings, and use it to study the optimal delay for classification accuracy. We then investigate the effect … Show more

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Cited by 16 publications
(12 citation statements)
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“…Sinyor et al (2005) extracted 24 acoustic features from recordings of five imitated percussion effects, for the purpose of automatic categorization. Stowell and Plumbley (2010) examined real-time classification accuracy of an annotated dataset of 14 sounds produced by expert beatboxers. Acoustic feature analysis of vocal percussion imitation by non-beatboxers has also been conducted in music retrieval systems research (e.g., Kapur et al, 2004).…”
Section: Introductionmentioning
confidence: 99%
“…Sinyor et al (2005) extracted 24 acoustic features from recordings of five imitated percussion effects, for the purpose of automatic categorization. Stowell and Plumbley (2010) examined real-time classification accuracy of an annotated dataset of 14 sounds produced by expert beatboxers. Acoustic feature analysis of vocal percussion imitation by non-beatboxers has also been conducted in music retrieval systems research (e.g., Kapur et al, 2004).…”
Section: Introductionmentioning
confidence: 99%
“…These sounds are often perceived as overlapping (occurring in synchrony) in time. The majority of beatboxing sounds imitate percussion instruments like drums and cymbals yet are also seen as similar to speech sounds and can be described using symbols from the International Phonetic Alphabet (IPA; Stowell and Plumbley, 2008;Stowell and Plumbley, 2010;Proctor et al, 2013) 1 or with the use of characters from a standard English computer keyboard as in the SBN (Splinter and TyTe, 2002).…”
Section: Beatboxingmentioning
confidence: 99%
“…In most cases, a modest vocal percussion dataset is recorded for evaluation purposes, which could be oriented to general rhythmic vocal percussion [8] [21] [19] [7] or just beatboxing [11] [22]. Some of the mentioned work target user-specific vocal percussion analysis rather than general methods that could work for everyone, as vocal imitation styles seem to change significantly from person to person [9] [19].…”
Section: Previous Workmentioning
confidence: 99%
“…There are four widely adopted vocal percussion datasets in the public domain. The first one is the Beatbox dataset by Stowell et al [22]. It gathered experienced beatboxers to record 14 audio files (one per participant) with a mean duration of 47 seconds that resulted in a total of 7460 annotated utterances.…”
Section: Previous Workmentioning
confidence: 99%