OpenMIC-2018

dataset·instrument recognition·active

Creative Commons music excerpts partially labeled for presence or absence of 20 instrument classes.

Verified facts

Official sitehttps://zenodo.org/records/1432913
GeographyUnited States
doi10.5281/zenodo.1432913
sizeexamples: 20000 · instrument classes: 20 · seconds per example: 10
scopeMultiple-instrument recognition on Creative Commons music.
genresFree Music Archive mix
licenseCC BY 4.0 dataset release
stewardSpotify and NYU Music and Audio Research Lab
creatorsEric J. Humphrey; Simon Durand; Brian McFee
versions1.0.0
languagesnot_applicable
modalities10-second audio excerpts; partial instrument labels; metadata
geographiesGlobal
access methodOpen Zenodo deposit.
intended usesinstrument recognition; weak-label learning; MIR benchmarking
related papersOpenMIC-2018: An Open Dataset for Multiple Instrument Recognition
annotation methodCrowd annotations record positive, negative or unknown status for instrument classes.
collection methodExamples sampled from Creative Commons music in the Free Music Archive.
provenance claimsZenodo states collaboration between Spotify and NYU; source audio comes from FMA.
current availabilityZenodo files available.
commercial use limitsDataset deposit permits commercial reuse with attribution, subject to source-audio licenses.
us market scope basisPublicly available or materially used in US-facing music/audio-AI research.
limitations biases disputesLabels are intentionally partial rather than exhaustive.

Current

sampled fromFree Music Archive Dataset
uses dataset (by)MARBLE

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