5-way 5-shot Incremental Learning on CIFAR-100 (test)
77.5Accuracy (Session 1)C-FSCIL
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| C-FSCILMode=2, Embedding dimension (d)=5122022.03 | 77.5 | 72.45 | 67.94 | 63.8 | 60.24 | 57.34 | 54.61 | 52.41 | 50.23 | |
| C-FSCILMode=1, Embedding dimension (d)=5122022.03 | 77.47 | 72.2 | 67.53 | 63.23 | 59.58 | 56.67 | 53.94 | 51.55 | 49.36 | |
| C-FSCILMode=3, Embedding dimension (d)=5122022.03 | 77.47 | 72.4 | 67.47 | 63.25 | 59.84 | 56.95 | 54.42 | 52.47 | 50.47 | |
| CEC2022.03 | 73.07 | 68.88 | 65.26 | 61.19 | 58.09 | 55.57 | 53.22 | 51.34 | 49.14 | |
| Rebalancere-implemented=true2021.10 | 66.66 | 61.42 | 57.29 | 53.02 | 48.85 | 45.68 | 43.06 | 40.56 | 38.35 | |
| iCaRLre-implemented=true2021.10 | 66.52 | 57.26 | 54.27 | 50.62 | 47.33 | 44.99 | 43.14 | 41.16 | 39.49 | |
| Baseline2021.10 | 65.18 | 61.67 | 58.61 | 55.11 | 51.86 | 49.43 | 47.6 | 45.64 | 43.83 | |
| FSLLre-implemented=true2021.10 | 65.18 | 56.24 | 54.55 | 51.61 | 49.11 | 47.27 | 45.35 | 43.95 | 42.22 | |
| F2M2021.10 | 64.71 | 62.05 | 59.01 | 55.58 | 52.55 | 49.96 | 48.08 | 46.28 | 44.67 | |
| F2M2022.03 | 64.71 | 62.05 | 59.01 | 55.58 | 52.55 | 49.96 | 48.08 | 46.67 | 44.67 | |
| AL-MML2022.03 | 64.1 | 55.88 | 47.07 | 45.16 | 40.11 | 36.38 | 33.96 | 31.55 | 29.37 |