5-way 5-shot incremental learning on miniImageNet (TOPIC)
72.3Accuracy (Session 1)Rebalance
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Rebalancere-implementation=true, protocol=5-way 5-shot2021.10 | 72.3 | 66.37 | 61 | 56.93 | 53.31 | 49.93 | 46.47 | 44.13 | 42.19 | -6.12 | |
| CRTre-implementation=true, protocol=5-way 5-shot2021.10 | 72.08 | 68.15 | 63.06 | 61.12 | 56.57 | 54.47 | 51.81 | 49.86 | 48.31 | — | |
| Joint-trainingre-implementation=true, protocol=5-way 5-shot2021.10 | 72.08 | 67.31 | 62.04 | 58.51 | 54.41 | 51.53 | 48.7 | 45.49 | 43.88 | -4.43 | |
| Baselineprotocol=5-way 5-shot2021.10 | 72.08 | 66.29 | 61.99 | 58.71 | 55.73 | 53.04 | 50.4 | 48.59 | 47.31 | -1 | |
| FSLLre-implementation=true, protocol=5-way 5-shot2021.10 | 72.08 | 59.04 | 53.75 | 51.17 | 49.11 | 47.21 | 45.35 | 44.06 | 43.65 | -4.66 | |
| F2Mprotocol=5-way 5-shot2021.10 | 72.05 | 67.47 | 63.16 | 59.7 | 56.71 | 53.77 | 51.11 | 49.21 | 47.84 | -0.43 | |
| iCaRLre-implementation=true, protocol=5-way 5-shot2021.10 | 71.77 | 61.85 | 58.12 | 54.6 | 51.49 | 48.47 | 45.9 | 44.19 | 42.71 | -5.6 | |
| FSLL+SSprotocol=5-way 5-shot2021.10 | 68.85 | 63.14 | 59.24 | 55.23 | 52.24 | 49.65 | 47.74 | 45.23 | 43.92 | -4.39 | |
| FSLLre-implementation=false, protocol=5-way 5-shot2021.10 | 66.48 | 61.75 | 58.16 | 54.16 | 51.1 | 48.53 | 46.54 | 44.2 | 42.28 | -6.03 | |
| iCaRLre-implementation=false, protocol=5-way 5-shot2021.10 | 61.31 | 46.32 | 42.94 | 37.63 | 30.49 | 24 | 20.89 | 18.8 | 17.21 | -31.1 | |
| Rebalancere-implementation=false, protocol=5-way 5-shot2021.10 | 61.31 | 47.8 | 39.31 | 31.91 | 25.68 | 21.35 | 18.67 | 17.24 | 14.17 | -34.14 | |
| TOPICprotocol=5-way 5-shot2021.10 | 61.31 | 50.09 | 45.17 | 41.16 | 37.48 | 35.52 | 32.19 | 29.46 | 24.42 | -23.89 |