Audio Classification on LS-100
92.63Accuracy (Session 0)AMFO
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AMFON-way=5-way, K-shot=5-shot, Task=Class-incremental learning2026.07 | 92.63 | 92.25 | 92.2 | 90.17 | 88.75 | 88.32 | 87.9 | 85.97 | 84.99 | 89.24 | 7.64 | |
| DSNN-way=5-way, K-shot=5-shot, Task=Class-incremental learning2026.07 | 92.43 | 92.12 | 89.37 | 86.39 | 84.02 | 83.31 | 81.82 | 78.85 | 78.28 | 85.18 | 14.15 | |
| ARPN-way=5-way, K-shot=5-shot, Task=Class-incremental learning2026.07 | 92.35 | 88.43 | 85.16 | 81.53 | 78.22 | 75.73 | 72.84 | 69.87 | 67.54 | 79.07 | 24.81 | |
| LDCN-way=5-way, K-shot=5-shot, Task=Class-incremental learning2026.07 | 92.28 | 90.95 | 88.53 | 85.64 | 83.67 | 82.25 | 81.11 | 78.75 | 77.64 | 84.54 | 14.64 | |
| OursN-way=5-way, K-shot=5-shot, Task=Class-incremental learning, Strategy=Pseudo-incremental training strategy, Classifier=Stochastic classifier2026.07 | 92.03 | 92.41 | 92.31 | 90.77 | 90.36 | 89.6 | 88.7 | 86.7 | 86.17 | 89.9 | 5.86 | |
| Finetune-CN-way=5-way, K-shot=5-shot, Task=Class-incremental learning2026.07 | 92.02 | 76.23 | 39.32 | 31.18 | 24.78 | 19.61 | 12.94 | 9.58 | 7.88 | 34.84 | 84.14 | |
| Finetune-MN-way=5-way, K-shot=5-shot, Task=Class-incremental learning2026.07 | 92.02 | 73.95 | 36.24 | 28.27 | 21.93 | 17.33 | 9.86 | 7 | 4.88 | 32.39 | 87.14 | |
| iCaRLN-way=5-way, K-shot=5-shot, Task=Class-incremental learning2026.07 | 92.02 | 79.05 | 72.31 | 58.24 | 25.23 | 16.8 | 31.83 | 28.54 | 27.41 | 47.94 | 64.61 | |
| DFSLN-way=5-way, K-shot=5-shot, Task=Class-incremental learning2026.07 | 91.93 | 88.97 | 87.6 | 83.61 | 81.11 | 80.01 | 77.22 | 74.26 | 73.25 | 81.99 | 18.68 | |
| PANN-way=5-way, K-shot=5-shot, Task=Class-incremental learning2026.07 | 91.83 | 91.29 | 90.7 | 88.73 | 86.42 | 85.09 | 83.41 | 80.84 | 79.24 | 86.39 | 12.59 | |
| CLOMN-way=5-way, K-shot=5-shot, Task=Class-incremental learning2026.07 | 91.8 | 90.52 | 87.46 | 84.45 | 81.89 | 80.8 | 79.39 | 76.65 | 75.4 | 83.15 | 16.4 | |
| CECN-way=5-way, K-shot=5-shot, Task=Class-incremental learning2026.07 | 91.72 | 91.25 | 90.04 | 86.84 | 85.38 | 84.01 | 82.65 | 79.49 | 78.45 | 85.54 | 13.27 | |
| FACTN-way=5-way, K-shot=5-shot, Task=Class-incremental learning2026.07 | 90.85 | 87.45 | 83.94 | 80.69 | 77.85 | 76.11 | 74.53 | 71.75 | 70.07 | 79.25 | 20.78 |