Music Auto-Tagging 벤치마크
Music Auto-Tagging on MagnaTagATune
PR-AUC
- 2021-03-17 — CLMR: PR-AUC 35.4
- 2025-02-17 — MATPAC (SSL, linear eval): PR-AUC 41.1
- 2025-03-28 — M2D2 AS+: PR-AUC 41.6
| Rank | Model | PR-AUC | ROC AUC | Paper | Code | Year |
|---|---|---|---|---|---|---|
| 1 | M2D2 AS+ | 41.6 | 91.8 | M2D2: Exploring General-purpose Audio-Language Representations Beyond CLAP | nttcslab/m2d · nttcslab/eval-audio-repr | 2025 |
| 2 | MATPAC (SSL, linear eval) | 41.1 | 91.6 | Masked Latent Prediction and Classification for Self-Supervised Audio Representation Learning | aurianworld/matpac | 2025 |
| 3 | CLMR | 35.4 | 88.5 | Contrastive Learning of Musical Representations | spijkervet/CLMR | 2021 |