Audio Classification on VocalSet (test)
76.65Top-1 AccuracyEAT (LoRA) + Joint Training
Evaluation results
| Method | Links | |
|---|---|---|
| EAT (LoRA) + Joint Training2026.02 | 76.65 | |
| PACE2026.02 | 69.08 | |
| RanPAC (High-Order)2026.02 | 62.82 | |
| ACL (High-Order)2026.02 | 62.5 | |
| RanPAC (High-Order) w/o FSAFeature Space Alignment=false2026.02 | 61.51 | |
| HiDe-Adapter2026.02 | 49.67 | |
| HiDe-Prompt2026.02 | 48.36 | |
| HiDe-LoRA2026.02 | 46.05 | |
| Nearest Class Mean (NCM) w/ FSAFeature Space Alignment=true2026.02 | 34.53 | |
| Nearest Class Mean (NCM)2026.02 | 32.89 | |
| LoRASub2026.02 | 24.01 | |
| EAT (Prompt) + Linear Probe2026.02 | 22.04 | |
| L2P2026.02 | 20.39 | |
| S-Prompt++2026.02 | 17.76 | |
| EAT (Adapter) + Linear Probe2026.02 | 16.45 | |
| EAT (LoRA) + Linear Probe2026.02 | 15.79 | |
| EAT (Frozen) + Linear probe2026.02 | 13.82 | |
| DualPrompt2026.02 | 12.5 |