Music Classification on Surge
42.5AccuracyMSM-MAE
Evaluation results
| Method | Links | |
|---|---|---|
| MSM-MAEEvaluation protocol=Linear evaluation2022.10 | 42.5 | |
| M2D-CLAP stage1 2024Audio enc. fine-tuning on AudioSet=false2025.03 | 42.4 | |
| M2D-CLAP stage1 2025Audio enc. fine-tuning on AudioSet=false2025.03 | 42.2 | |
| M2DAudio enc. fine-tuning on AudioSet=false2025.03 | 42.1 | |
| M2D# Params=86M, Masking ratio=0.7, Evaluation protocol=Linear evaluation2024.04 | 42.1 | |
| M2DEvaluation protocol=Linear evaluation, Masking ratio=0.72022.10 | 41.8 | |
| M2D-AS# Params=86M, Masking ratio=0.7, Evaluation protocol=Linear evaluation2024.04 | 41.7 | |
| M2D-CLAP2025Audio enc. fine-tuning on AudioSet=true2025.03 | 41.1 | |
| M2DEvaluation protocol=Linear evaluation, Masking ratio=0.62022.10 | 41 | |
| ATST-FrameAudio enc. fine-tuning on AudioSet=false2025.03 | 40.6 | |
| M2DASAudio enc. fine-tuning on AudioSet=true2025.03 | 40.5 | |
| BEATsiter3Audio enc. fine-tuning on AudioSet=false2025.03 | 39.3 | |
| CEDAudio enc. fine-tuning on AudioSet=false2025.03 | 38.9 | |
| ATST BaseEvaluation protocol=Linear evaluation, Variant=Base2022.10 | 37.7 | |
| BYOL-AEvaluation protocol=Linear evaluation2022.10 | 37.6 | |
| BEATsiter3+Audio enc. fine-tuning on AudioSet=true2025.03 | 35.7 | |
| BEATSiter3+# Params=90M, Evaluation protocol=Linear evaluation2024.04 | 35.7 | |
| AST-Fusion#5#12Evaluation protocol=Linear evaluation, Variant=#5#122022.10 | 34.6 | |
| ATST-ClipAudio enc. fine-tuning on AudioSet=false2025.03 | 32.8 | |
| CLAP2023Audio enc. fine-tuning on AudioSet=true2025.03 | 27.2 | |
| HTS-ATAudio enc. fine-tuning on AudioSet=true2025.03 | 26.3 | |
| HTS-AT# Params=31M, Evaluation protocol=Linear evaluation2024.04 | 26.3 | |
| AST# Params=86M, Evaluation protocol=Linear evaluation2024.04 | 25.8 | |
| ASTAudio enc. fine-tuning on AudioSet=true2025.03 | 25.7 | |
| WavCapsAudio enc. fine-tuning on AudioSet=true2025.03 | 21.1 | |
| Wav2Vec2Evaluation protocol=Linear evaluation2022.10 | 15.2 | |
| LAION-CLAPAudio enc. fine-tuning on AudioSet=true2025.03 | 14.8 | |
| PANNs CNN14Audio enc. fine-tuning on AudioSet=true2025.03 | 10.9 | |
| CLAP2022Audio enc. fine-tuning on AudioSet=true2025.03 | 8.4 |