MaskBeat: Loopable Drum Beat Generation
Fuente:
arXiv
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| Auteurs principaux: | , , , |
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| Format: | Preprint |
| Publié: |
2025
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| _version_ | 1866908434205507584 |
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| author | Lanzendörfer, Luca A. Grötschla, Florian Galal, Karim Wattenhofer, Roger |
| author_facet | Lanzendörfer, Luca A. Grötschla, Florian Galal, Karim Wattenhofer, Roger |
| contents | We present MaskBeat, a transformer-based approach for loopable drum pattern generation. Rather than predicting drum hits sequentially, our method uses bidirectional attention with iterative refinement, allowing instruments to be generated in parallel while maintaining musical coherence. Additionally, we introduce custom loss functions that capture drum-specific musical relationships. Our experiments show that MaskBeat generates higher quality and more musically coherent drum patterns than baseline approaches. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2507_03395 |
| institution | arXiv |
| publishDate | 2025 |
| record_format | arxiv |
| spellingShingle | MaskBeat: Loopable Drum Beat Generation Lanzendörfer, Luca A. Grötschla, Florian Galal, Karim Wattenhofer, Roger Sound Audio and Speech Processing We present MaskBeat, a transformer-based approach for loopable drum pattern generation. Rather than predicting drum hits sequentially, our method uses bidirectional attention with iterative refinement, allowing instruments to be generated in parallel while maintaining musical coherence. Additionally, we introduce custom loss functions that capture drum-specific musical relationships. Our experiments show that MaskBeat generates higher quality and more musically coherent drum patterns than baseline approaches. |
| title | MaskBeat: Loopable Drum Beat Generation |
| topic | Sound Audio and Speech Processing |
| url | https://arxiv.org/abs/2507.03395 |