DC Field | Value | Language |
---|---|---|
dc.contributor.advisor | Nam, Juhan | - |
dc.contributor.advisor | 남주한 | - |
dc.contributor.author | Lee, Kyung Yun | - |
dc.date.accessioned | 2022-04-15T07:58:15Z | - |
dc.date.available | 2022-04-15T07:58:15Z | - |
dc.date.issued | 2021 | - |
dc.identifier.uri | http://library.kaist.ac.kr/search/detail/view.do?bibCtrlNo=963466&flag=dissertation | en_US |
dc.identifier.uri | http://hdl.handle.net/10203/295104 | - |
dc.description | 학위논문(석사) - 한국과학기술원 : 문화기술대학원, 2021.8,[iii, 22 p. :] | - |
dc.description.abstract | Creating a good drum track to imitate a skilled performer in digital audio workstations (DAWs) can be a timeconsuming process, especially for those unfamiliar with drums. In this work, we introduce PocketVAE, a groove generation system that applies grooves to users’ rudimentary MIDI tracks, i.e, templates. Grooves can be either transferred from a reference track, generated randomly or with conditions, such as genres. Our system, consisting of different modules for each groove component, takes a two-step approach that is analogous to a music creation process. First, the note module updates the user template through addition and deletion of notes | - |
dc.description.abstract | Second, the velocity and microtiming modules add details to this generated note score. In order to model the drum notes, we apply a discrete latent representation method via vector-quantized variational autoencoder (VQ-VAE), as drum notes have a discrete property, unlike velocity and microtiming values. We show that our two-step approach and the usage of a discrete encoding space improves the learning of the original data distribution. Additionally, we discuss the benefit of incorporating control elements - genre, velocity and microtiming patterns - into the model. | - |
dc.language | eng | - |
dc.publisher | 한국과학기술원 | - |
dc.subject | Groove generation▼aVQ-VAE | - |
dc.subject | 그루브 생성▼aVQ-VAE | - |
dc.title | PocketVAE: a two step model for groove generation and control | - |
dc.title.alternative | PocketVAE: 두 단계 접근을 이용한 그루브 생성 및 제어 모델 | - |
dc.type | Thesis(Master) | - |
dc.identifier.CNRN | 325007 | - |
dc.description.department | 한국과학기술원 :문화기술대학원, | - |
dc.contributor.alternativeauthor | 이경연 | - |
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