AcousticBrainz Genre Dataset
dataset·genre benchmark·active
Four genre-annotation datasets joining AcousticBrainz features with AllMusic, Discogs, Last.fm and Tagtraum labels.
Verified facts
| Official site | https://mtg.github.io/acousticbrainz-genre-dataset/ ↗ |
|---|---|
| Geography | Spain |
| size | recordings: over 4 million across task materials · source datasets: 4 |
| scope | Hierarchical multi-label music genre recognition. |
| genres | AllMusic; Discogs; Last.fm; Tagtraum taxonomies |
| license | CC BY-NC-SA 4.0 except AllMusic extracts for noncommercial scientific research only |
| steward | Music Technology Group |
| creators | Dmitry Bogdanov; Alastair Porter; Philip Tovstogan; Robert Wilmering; Xavier Serra |
| languages | multilingual metadata |
| modalities | AcousticBrainz features; genre labels; subgenre taxonomies; hidden test labels |
| geographies | Global |
| access method | Training and validation on Zenodo; hidden-ground-truth test set by request. |
| intended uses | genre and subgenre recognition; MediaEval benchmarking |
| related papers | The AcousticBrainz Genre Dataset |
| annotation method | Expert/editorial taxonomies and collaborative tags propagated or inferred into multi-label annotations. |
| collection method | Release-level and recording-level genre metadata joined to AcousticBrainz features. |
| provenance claims | Official page identifies four upstream metadata sources. |
| current availability | Development/validation available; test labels controlled. |
| commercial use limits | Commercial use prohibited for the release and especially AllMusic extracts. |
| us market scope basis | Publicly available or materially used in US-facing music/audio-AI research. |
| limitations biases disputes | Genre taxonomies disagree across communities.; Release-level annotations are propagated to tracks.; Hidden tests limit independent audit. |
| redistribution restrictions | AllMusic results must cite the source; test ground truth is not public. |
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