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 site | https://github.com/a43992899/MARBLE-Benchmark ↗ |
|---|---|
| Geography | Global |
| arxiv | 2306.10548 |
| size | v2 tasks: 18 · v2 datasets: 12 · v2 task categories: 13 |
| scope | Standardized probing and downstream evaluation of music-audio representations. |
| genres | multiple public-source corpora |
| license | Code license plus source-dataset-specific terms |
| steward | MARBLE research collaboration |
| creators | Ruibin Yuan; Yinghao Ma; Gus Xia; Jie Fu |
| versions | v1; v2 |
| languages | mostly not applicable; lyric tasks are language-dependent |
| modalities | audio; task labels; evaluation code; model checkpoints |
| geographies | Global |
| access method | Public GitHub repository; some dataset audio must be obtained separately. |
| intended uses | music representation evaluation; MIR benchmarking |
| consent claims | Inherited from source datasets; not uniform. |
| related papers | MARBLE: Music Audio Representation Benchmark for Universal Evaluation |
| prohibited uses | Any use prohibited by incorporated source licenses. |
| annotation method | Reuses source-dataset labels and standardized train, validation and test protocols. |
| collection method | Integrates public music datasets under a common configuration and evaluation protocol. |
| provenance claims | Repository documents each incorporated dataset and notes copyright constraints. |
| current availability | MARBLE v2 is on the main branch. |
| commercial use limits | Commercial suitability varies by incorporated dataset. |
Current
| uses dataset | OpenMIC-2018 |
|---|---|
| uses dataset | VocalSet |
Sources & changes
0d ago · highhow verification works
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