Completing audio drum loops with symbolic drum suggestions
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- dc.contributor.author Haki, Behzad
- dc.contributor.author Pelinski, Teresa
- dc.contributor.author Nieto, Marina
- dc.contributor.author Jordà Puig, Sergi
- dc.date.accessioned 2023-11-20T15:29:26Z
- dc.date.available 2023-11-20T15:29:26Z
- dc.date.issued 2023-11-20
- dc.description This work has been presented at NIME'23, at Mexico City, Mexico. 31 May - 2 June, 2023.
- dc.description.abstract Sampled drums can be used as an affordable way of creating human-like drum tracks, or perhaps more interestingly, can be used as a mean of experimentation with rhythm and groove. Similarly, AI-based drum generation tools can focus on creating human-like drum patterns, or alternatively, focus on providing producers/musicians with means of experimentation with rhythm. In this work, we aimed to explore the latter approach. To this end, we present a suite of Transformer-based models aimed at completing audio drum loops with stylistically consistent symbolic drum events. Our proposed models rely on a reduced spectral representation of the drum loop, striking a balance between a raw audio recording and an exact symbolic transcription. Using a number of objective evaluations, we explore the validity of our approach and identify several challenges that need to be further studied in future iterations of this work. Lastly, we provide a real-time VST plugin that allows musicians/ producers to utilize the models in real-time production settings.ca
- dc.format.mimetype application/pdf*
- dc.identifier.uri http://hdl.handle.net/10230/58318
- dc.language.iso engca
- dc.rights Licensed under a Creative Commons Attribution 4.0 International License (CC BY 4.0). Copyright remains with the author(s).ca
- dc.rights.accessRights info:eu-repo/semantics/openAccessca
- dc.rights.uri https://creativecommons.org/licenses/by/4.0ca
- dc.subject.keyword Generative AI
- dc.subject.keyword Drums
- dc.subject.keyword Real-time
- dc.subject.keyword Transformer
- dc.subject.keyword VST Plugin
- dc.title Completing audio drum loops with symbolic drum suggestionsca
- dc.type info:eu-repo/semantics/conferenceObjectca
- dc.type.version info:eu-repo/semantics/acceptedVersionca