MUSDB18
dataset·music source separation·active
Full-length stereo music mixtures with isolated drums, bass, vocals and other stems for source separation.
Verified facts
| Official site | https://sigsep.github.io/datasets/musdb.html ↗ |
|---|---|
| Geography | Global |
| doi | 10.5281/zenodo.1117372 |
| size | tracks: 150 · test tracks: 50 · train tracks: 100 · duration hours approx: 10 |
| scope | Four-stem music demixing and benchmark evaluation. |
| genres | multiple |
| license | Track-specific licenses; academic-use access condition |
| steward | SigSep |
| creators | Zafar Rafii; Antoine Liutkus; Fabian-Robert Stöter; Stylianos Ioannis Mimilakis; Rachel Bittner |
| versions | MUSDB18; MUSDB18-HQ |
| languages | multiple/unknown |
| modalities | stereo audio mixtures; drums stems; bass stems; vocal stems; other stems |
| geographies | Global |
| access method | Access-controlled Zenodo deposit; request reviewed manually. |
| intended uses | music source separation; benchmark comparison |
| related papers | The MUSDB18 corpus for music separation |
| annotation method | Source stems supplied by multitrack material and mixed into benchmark partitions. |
| collection method | Combines DSD100, MedleyDB, Native Instruments and Easton Ellises sources. |
| provenance claims | Official page enumerates four source groups and links a track-level license list. |
| current availability | Available by request for academic purposes. |
| commercial use limits | Official page restricts dataset access to academic use. |
| us market scope basis | Publicly available or materially used in US-facing music/audio-AI research. |
| limitations biases disputes | Compressed MUSDB18 bandwidth is limited to 16 kHz.; Source material and licenses are heterogeneous. |
Current
| incorporates | MedleyDB |
|---|---|
| evaluation related to (by) | Sound Demixing Challenge 2023 |
Sources & changes
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