Incremental Learning on CUB-200 2011 (incremental)
77.44Session 1 AccRebalance
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Rebalancere-implementation=true, way=10-way, shot=5-shot, class split=TOPIC2021.10 | 77.44 | 58.1 | 50.15 | 44.8 | 39.12 | 34.44 | 31.73 | 29.75 | 27.56 | 26.93 | 25.3 | -34 | |
| cRTre-implementation=true, way=10-way, shot=5-shot, class split=TOPIC2021.10 | 77.16 | 74.41 | 71.31 | 68.08 | 65.57 | 63.08 | 62.44 | 61.29 | 60.12 | 59.85 | 59.3 | — | |
| Joint-trainingre-implementation=true, way=10-way, shot=5-shot, class split=TOPIC2021.10 | 77.16 | 74.39 | 69.83 | 67.17 | 64.72 | 62.25 | 59.77 | 59.05 | 57.99 | 57.81 | 56.82 | -2.48 | |
| Baselineway=10-way, shot=5-shot, class split=TOPIC2021.10 | 77.16 | 74 | 70.21 | 66.07 | 63.9 | 61.35 | 60.01 | 58.66 | 56.33 | 56.12 | 55.07 | -4.23 | |
| FSLLre-implementation=true, way=10-way, shot=5-shot, class split=TOPIC2021.10 | 77.16 | 71.85 | 66.53 | 59.95 | 58.01 | 57 | 56.06 | 54.78 | 52.24 | 52.01 | 51.47 | -7.83 | |
| F2Mway=10-way, shot=5-shot, class split=TOPIC2021.10 | 77.13 | 73.92 | 70.27 | 66.37 | 64.34 | 61.69 | 60.52 | 59.38 | 57.15 | 56.94 | 55.89 | -3.41 | |
| iCaRLre-implementation=true, way=10-way, shot=5-shot, class split=TOPIC2021.10 | 75.95 | 60.9 | 57.65 | 54.51 | 50.83 | 48.21 | 46.95 | 45.74 | 43.21 | 43.01 | 41.27 | -18.03 | |
| FSLL+SSway=10-way, shot=5-shot, class split=TOPIC2021.10 | 75.63 | 71.81 | 68.16 | 64.32 | 62.61 | 60.1 | 58.82 | 58.7 | 56.45 | 56.41 | 55.82 | -5.26 | |
| FSLLway=10-way, shot=5-shot, class split=TOPIC2021.10 | 72.77 | 69.33 | 65.51 | 62.66 | 61.1 | 58.65 | 57.78 | 57.26 | 55.59 | 55.39 | 54.21 | -6.87 | |
| iCaRLway=10-way, shot=5-shot, class split=TOPIC2021.10 | 68.68 | 52.65 | 48.61 | 44.16 | 36.62 | 29.52 | 27.83 | 26.26 | 24.01 | 23.89 | 21.16 | -39.92 | |
| Rebalanceway=10-way, shot=5-shot, class split=TOPIC2021.10 | 68.68 | 57.12 | 44.21 | 28.78 | 26.71 | 25.66 | 24.62 | 21.52 | 20.12 | 20.06 | 19.87 | -41.21 | |
| TOPICway=10-way, shot=5-shot, class split=TOPIC2021.10 | 68.68 | 62.49 | 54.81 | 49.99 | 45.25 | 41.4 | 38.35 | 35.36 | 32.22 | 28.31 | 26.28 | -34.8 |