Audio Classification on US8K
89.7Top-1 AccuracyMATPAC++
Evaluation results
| Method | Links | |
|---|---|---|
| MATPAC++Role=Teacher, Size=86M2026.04 | 89.7 | |
| M2DRole=Teacher, Size=86M2026.04 | 88.5 | |
| S-SONDO (DyMN)Teacher=MATPAC++, Size=8.7M2026.04 | 86.2 | |
| S-SONDO (MobileNetV3)Teacher=MATPAC++, Size=2.9M2026.04 | 86.1 | |
| S-SONDO (ERes2Net)Teacher=MATPAC++, Size=1.4M2026.04 | 85.9 | |
| FFTParameters (M)=852026.06 | 84.31 | |
| S-SONDO (ERes2Net)Teacher=M2D, Size=1.4M2026.04 | 84.3 | |
| S-SONDO (DyMN)Teacher=M2D, Size=8.7M2026.04 | 84.1 | |
| MGA-CLAPZero-shot=true2026.01 | 83.7 | |
| MobileNetV3Teacher=None (Supervised), Size=2.9M2026.04 | 83.7 | |
| DPTParameters (M)=0.272026.06 | 83.67 | |
| SLAP_WavcapsZero-shot=true, training_data=WavCaps2026.01 | 83.5 | |
| S-SONDO (MobileNetV3)Teacher=M2D, Size=2.9M2026.04 | 83.4 | |
| DyMNTeacher=None (Supervised), Size=8.7M2026.04 | 83.3 | |
| M2D2Zero-shot=true2026.01 | 82.9 | |
| MambAdapterAdapter Configuration=Pfeiffer, Parameters (M)=0.062026.06 | 82.51 | |
| ConformerAdapter Configuration=Houlsby, Parameters (M)=0.542026.06 | 82.41 | |
| MS-CLAPZero-shot=true2026.01 | 82.3 | |
| BitFitParameters (M)=0.122026.06 | 82.17 | |
| ConformerAdapter Configuration=Pfeiffer, Parameters (M)=0.272026.06 | 82.04 | |
| LoRAParameters (M)=0.262026.06 | 81.89 | |
| MambAdapterAdapter Configuration=Houlsby, Parameters (M)=0.112026.06 | 81.71 | |
| SLAPZero-shot=true2026.01 | 81.6 | |
| Pref-TParameters (M)=0.262026.06 | 81.39 | |
| BottleneckAdapter Configuration=Pfeiffer, Parameters (M)=0.252026.06 | 80.69 | |
| WavCapsZero-shot=true2026.01 | 80.6 | |
| BottleneckAdapter Configuration=Houlsby, Parameters (M)=0.492026.06 | 80.58 | |
| GLAPZero-shot=true2026.01 | 78.9 | |
| ERes2NetTeacher=None (Supervised), Size=1.4M2026.04 | 77.4 | |
| AudioSetCapsZero-shot=true2026.01 | 76.6 |