10-way 5-shot Incremental Learning on CUB-200 2011 (test)
81.07Accuracy S1F2M
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| F2M2021.10 | 81.07 | 78.16 | 75.57 | 72.89 | 70.86 | 68.17 | 67.01 | 65.26 | 63.36 | 61.76 | 60.26 | -0.82 | |
| Rebalancere-implemented=true2021.10 | 80.94 | 70.32 | 62.96 | 57.19 | 51.06 | 46.7 | 44.03 | 40.15 | 36.75 | 34.88 | 32.09 | -28.99 | |
| Baseline2021.10 | 80.87 | 77.15 | 74.46 | 72.26 | 69.47 | 67.18 | 65.62 | 63.68 | 61.3 | 59.72 | 58.12 | -2.96 | |
| cRTre-implemented=true2021.10 | 80.83 | 78.51 | 76.12 | 73.93 | 71.46 | 68.96 | 67.73 | 66.75 | 64.22 | 62.53 | 61.08 | — | |
| Joint-trainingre-implemented=true2021.10 | 80.83 | 77.57 | 74.11 | 70.75 | 68.52 | 65.97 | 64.58 | 62.22 | 60.18 | 58.49 | 56.78 | -4.3 | |
| FSLLre-implemented=true2021.10 | 80.83 | 77.38 | 72.37 | 71.84 | 67.51 | 65.3 | 63.75 | 61.16 | 59.05 | 58.03 | 55.82 | -5.26 | |
| iCaRLre-implemented=true2021.10 | 79.58 | 67.63 | 64.17 | 61.8 | 58.1 | 55.51 | 53.34 | 50.89 | 48.62 | 47.34 | 45.6 | -15.48 | |
| IDLVQ-C2021.10 | 77.37 | 74.72 | 70.28 | 67.13 | 65.34 | 63.52 | 62.1 | 61.54 | 59.04 | 58.68 | 57.81 | -3.27 | |
| FSLL+SS2021.10 | 75.63 | 71.81 | 68.16 | 64.32 | 62.61 | 60.1 | 58.82 | 58.7 | 56.45 | 56.41 | 55.82 | -5.26 | |
| FSLLre-implemented=false2021.10 | 72.77 | 69.33 | 65.51 | 62.66 | 61.1 | 58.65 | 57.78 | 57.26 | 55.59 | 55.39 | 54.21 | -6.87 | |
| iCaRLre-implemented=false2021.10 | 68.68 | 52.65 | 48.61 | 44.16 | 36.62 | 29.52 | 27.83 | 26.26 | 24.01 | 23.89 | 21.16 | -39.92 | |
| Rebalancere-implemented=false2021.10 | 68.68 | 57.12 | 44.21 | 28.78 | 26.71 | 25.66 | 24.62 | 21.52 | 20.12 | 20.06 | 19.87 | -41.21 | |
| 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 |