Audio Classification on FSC-89
41.88Average Accuracy (AA)Stochastic Classifier
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Stochastic ClassifierN-way=5-way, K-shot=5-shot2026.07 | 41.88 | 46.89 | — | — | — | — | 44.78 | 42.06 | 41.07 | 40.53 | 39.44 | 8.49 | |
| OursClass Evaluation Subset=Base2026.06 | 41.74 | 43.88 | 41.92 | 41.27 | 40.79 | 40.85 | — | — | — | — | — | — | |
| AFMOClass Evaluation Subset=Base2026.06 | 41.55 | 43.97 | 41.99 | 41.13 | 40.53 | 40.11 | — | — | — | — | — | — | |
| PANClass Evaluation Subset=Base2026.06 | 41.51 | 43.68 | 41.9 | 41 | 40.41 | 40.58 | — | — | — | — | — | — | |
| OursClass Evaluation Subset=All2026.06 | 40.76 | 43.88 | 41.44 | 40.79 | 38.63 | 39.05 | — | — | — | — | — | — | |
| AFMOClass Evaluation Subset=All2026.06 | 40.45 | 43.97 | 41.21 | 40.42 | 38.33 | 38.3 | — | — | — | — | — | — | |
| PANClass Evaluation Subset=All2026.06 | 40.41 | 43.68 | 40.96 | 40.31 | 38.03 | 39.06 | — | — | — | — | — | — | |
| CECClass Evaluation Subset=Base2026.06 | 40.4 | 42.57 | 40.89 | 40.03 | 39.16 | 39.34 | — | — | — | — | — | — | |
| AMFON-way=5-way, K-shot=5-shot2026.07 | 39.19 | 43.97 | — | — | — | — | 41.22 | 39.46 | 38.42 | 38.04 | 37.16 | 7.93 | |
| CECClass Evaluation Subset=All2026.06 | 38.89 | 42.57 | 39.49 | 38.82 | 36.58 | 36.98 | — | — | — | — | — | — | |
| PANN-way=5-way, K-shot=5-shot2026.07 | 37.91 | 42.92 | — | — | — | — | 40.01 | 37.84 | 37.27 | 36.73 | 35.88 | 8.21 | |
| CECN-way=5-way, K-shot=5-shot2026.07 | 36.65 | 42.16 | — | — | — | — | 39.84 | 36.88 | 35.63 | 34.94 | 34.15 | 9.2 | |
| FACTN-way=5-way, K-shot=5-shot2026.07 | 35.63 | 43.14 | — | — | — | — | 39.76 | 36.41 | 34.85 | 33.3 | 31.32 | 12.48 | |
| ARPN-way=5-way, K-shot=5-shot2026.07 | 35.46 | 42.04 | — | — | — | — | 39.95 | 37.01 | 34.68 | 32.97 | 31.45 | 11.95 | |
| LDCN-way=5-way, K-shot=5-shot2026.07 | 33.33 | 38.85 | — | — | — | — | 36.31 | 34.41 | 32.8 | 31.54 | 30.48 | 9.94 | |
| DSNN-way=5-way, K-shot=5-shot2026.07 | 32.83 | 38.99 | — | — | — | — | 36.57 | 34.01 | 32.49 | 30.68 | 29.16 | 11.08 | |
| DFSLN-way=5-way, K-shot=5-shot2026.07 | 32.46 | 42.36 | — | — | — | — | 35.23 | 32.72 | 31.21 | 29.79 | 28.51 | 14.96 | |
| CLOMN-way=5-way, K-shot=5-shot2026.07 | 32.07 | 37.61 | — | — | — | — | 35.06 | 32.99 | 31.44 | 30.23 | 29.13 | 9.57 | |
| OursClass Evaluation Subset=Inc.2026.06 | 30.15 | — | 35.83 | 33.88 | 24.71 | 26.19 | — | — | — | — | — | — | |
| AFMOClass Evaluation Subset=Inc.2026.06 | 27.94 | — | 32.1 | 30.15 | 24.13 | 25.36 | — | — | — | — | — | — | |
| PANClass Evaluation Subset=Inc.2026.06 | 27.81 | — | 29.97 | 30.38 | 22.7 | 28.19 | — | — | — | — | — | — | |
| iCaRLN-way=5-way, K-shot=5-shot2026.07 | 27.68 | 42.48 | — | — | — | — | 32.4 | 30.25 | 25.99 | 23.42 | 19.78 | 23.04 | |
| Finetune-CN-way=5-way, K-shot=5-shot2026.07 | 27.32 | 42.28 | — | — | — | — | 32.12 | 30.01 | 25.72 | 22.2 | 21.02 | 24.39 | |
| Finetune-MN-way=5-way, K-shot=5-shot2026.07 | 26.61 | 42.28 | — | — | — | — | 31.67 | 29.11 | 24.63 | 21.74 | 20.17 | 25.58 | |
| CECClass Evaluation Subset=Inc.2026.06 | 21.09 | — | 22.96 | 21.35 | 19.93 | 20.13 | — | — | — | — | — | — |