Incremental Learning on CIFAR-100 5-way 5-shot
74.45Accuracy (Session 1)Rebalance
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Rebalancere-implementation=true2021.10 | 74.45 | 67.74 | 62.72 | 57.14 | 52.78 | 48.62 | 45.56 | 42.43 | 39.22 | -10.29 | |
| cRTre-implementation=true2021.10 | 72.28 | 69.58 | 65.16 | 61.41 | 58.83 | 55.87 | 53.28 | 51.38 | 49.51 | — | |
| Joint-trainingre-implementation=true2021.10 | 72.28 | 68.4 | 63.31 | 59.16 | 55.73 | 52.81 | 49.01 | 46.74 | 44.34 | -5.17 | |
| Baseline2021.10 | 72.28 | 68.01 | 64.18 | 60.56 | 57.44 | 54.69 | 52.98 | 50.8 | 48.7 | -0.81 | |
| FSLLre-implementation=true2021.10 | 72.28 | 63.84 | 59.64 | 55.49 | 53.21 | 51.77 | 50.93 | 48.94 | 46.96 | -2.55 | |
| iCaRLre-implementation=true2021.10 | 72.05 | 65.35 | 61.55 | 57.83 | 54.61 | 51.74 | 49.71 | 47.49 | 45.03 | -4.48 | |
| F2M2021.10 | 71.45 | 68.1 | 64.43 | 60.8 | 57.76 | 55.26 | 53.53 | 51.57 | 49.35 | -0.16 | |
| FSLL+SS2021.10 | 66.76 | 55.52 | 52.2 | 49.17 | 46.23 | 44.64 | 43.07 | 41.2 | 39.57 | -9.94 | |
| iCaRLre-implementation=false2021.10 | 64.1 | 53.28 | 41.69 | 34.13 | 27.93 | 25.06 | 20.41 | 15.48 | 13.73 | -35.78 | |
| Rebalancere-implementation=false2021.10 | 64.1 | 53.05 | 43.96 | 36.97 | 31.61 | 26.73 | 21.23 | 16.78 | 13.54 | -35.97 | |
| TOPIC2021.10 | 64.1 | 55.88 | 47.07 | 45.16 | 40.11 | 36.38 | 33.96 | 31.55 | 29.37 | -20.14 | |
| FSLLre-implementation=false2021.10 | 64.1 | 55.85 | 51.71 | 48.59 | 45.34 | 43.25 | 41.52 | 39.81 | 38.16 | -11.35 |