MARBLE

dataset·music audio representation·active

A unified evaluation suite for pretrained music-audio representations across acoustic, performance, score and high-level tasks.

Verified facts

Official sitehttps://github.com/a43992899/MARBLE-Benchmark
GeographyGlobal
arxiv2306.10548
sizev2 tasks: 18 · v2 datasets: 12 · v2 task categories: 13
scopeStandardized probing and downstream evaluation of music-audio representations.
genresmultiple public-source corpora
licenseCode license plus source-dataset-specific terms
stewardMARBLE research collaboration
creatorsRuibin Yuan; Yinghao Ma; Gus Xia; Jie Fu
versionsv1; v2
languagesmostly not applicable; lyric tasks are language-dependent
modalitiesaudio; task labels; evaluation code; model checkpoints
geographiesGlobal
access methodPublic GitHub repository; some dataset audio must be obtained separately.
intended usesmusic representation evaluation; MIR benchmarking
consent claimsInherited from source datasets; not uniform.
related papersMARBLE: Music Audio Representation Benchmark for Universal Evaluation
prohibited usesAny use prohibited by incorporated source licenses.
annotation methodReuses source-dataset labels and standardized train, validation and test protocols.
collection methodIntegrates public music datasets under a common configuration and evaluation protocol.
provenance claimsRepository documents each incorporated dataset and notes copyright constraints.
current availabilityMARBLE v2 is on the main branch.
commercial use limitsCommercial suitability varies by incorporated dataset.

Current

uses datasetOpenMIC-2018
uses datasetVocalSet

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