Image Classification on miniImageNet (Session-based Evaluation)
68.85Accuracy (S1)FSLL+SS
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| FSLL+SSBackbone=ResNet-18, Protocol=5-way 5-shot, Re-implementation=false2021.10 | 68.85 | 63.14 | 59.24 | 55.23 | 52.24 | 49.65 | 47.74 | 45.23 | 43.92 | -0.93 | — | — | |
| RebalanceBackbone=ResNet-18, Protocol=5-way 5-shot, Re-implementation=true2021.10 | 67.91 | 63.11 | 58.75 | 54.83 | 50.68 | 47.11 | 43.88 | 41.19 | 38.72 | -6.13 | — | — | |
| iCaRLBackbone=ResNet-18, Protocol=5-way 5-shot, Re-implementation=true2021.10 | 67.35 | 59.91 | 55.64 | 52.6 | 49.43 | 46.73 | 44.13 | 42.17 | 40.29 | -4.56 | — | — | |
| cRTBackbone=ResNet-18, Protocol=5-way 5-shot, Re-implementation=true2021.10 | 67.3 | 64.15 | 60.59 | 57.32 | 54.22 | 51.43 | 48.92 | 46.78 | 44.85 | — | — | — | |
| Joint-trainingBackbone=ResNet-18, Protocol=5-way 5-shot, Re-implementation=true2021.10 | 67.3 | 62.34 | 57.79 | 54.08 | 50.93 | 47.65 | 44.64 | 42.61 | 40.29 | -4.56 | — | — | |
| BaselineBackbone=ResNet-18, Protocol=5-way 5-shot, Re-implementation=false2021.10 | 67.3 | 63.18 | 59.62 | 56.33 | 53.28 | 50.5 | 47.96 | 45.85 | 43.88 | -0.97 | — | — | |
| FSLLBackbone=ResNet-18, Protocol=5-way 5-shot, Re-implementation=true2021.10 | 67.3 | 59.81 | 57.26 | 54.57 | 52.05 | 49.42 | 46.95 | 44.94 | 42.87 | -1.11 | — | — | |
| F2MBackbone=ResNet-18, Protocol=5-way 5-shot, Re-implementation=false2021.10 | 67.28 | 63.8 | 60.38 | 57.06 | 54.08 | 51.39 | 48.82 | 46.58 | 44.65 | -0.2 | — | — | |
| FSLLBackbone=ResNet-18, Protocol=5-way 5-shot, Re-implementation=false2021.10 | 66.48 | 61.75 | 58.16 | 54.16 | 51.1 | 48.53 | 46.54 | 44.2 | 42.28 | -2.57 | — | — | |
| IDLVQ-CBackbone=ResNet-18, Protocol=5-way 5-shot, Re-implementation=false2021.10 | 64.77 | 59.87 | 55.93 | 52.62 | 49.88 | 47.55 | 44.83 | 43.14 | 41.84 | -3.01 | — | — | |
| iCaRLBackbone=ResNet-18, Protocol=5-way 5-shot, Re-implementation=false2021.10 | 61.31 | 46.32 | 42.94 | 37.63 | 30.49 | 24 | 20.89 | 18.8 | 17.21 | -27.64 | — | — | |
| RebalanceBackbone=ResNet-18, Protocol=5-way 5-shot, Re-implementation=false2021.10 | 61.31 | 47.8 | 39.31 | 31.91 | 25.68 | 21.35 | 18.67 | 17.24 | 14.17 | -30.68 | — | — | |
| TOPICBackbone=ResNet-18, Protocol=5-way 5-shot, Re-implementation=false2021.10 | 61.31 | 50.09 | 45.17 | 41.16 | 37.48 | 35.52 | 32.19 | 29.46 | 24.42 | -20.43 | — | — | |
| CECBackbone=ResNet-18, Initialization=randomly initialized2023.12 | — | — | — | — | — | — | — | — | — | — | 47.04 | 34.8 | |
| CECBackbone=ResNet-18, Initialization=randomly initialized2023.12 | — | — | — | — | — | — | — | — | — | — | 40.35 | 28.1 | |
| CECBackbone=ResNet-18, Initialization=randomly initialized2023.12 | — | — | — | — | — | — | — | — | — | — | 36.01 | 24.13 | |
| FACTBackbone=ResNet-18, Initialization=randomly initialized2023.12 | — | — | — | — | — | — | — | — | — | — | 43.04 | 30 | |
| FACTBackbone=ResNet-18, Initialization=randomly initialized2023.12 | — | — | — | — | — | — | — | — | — | — | 38.77 | 26.1 | |
| FACTBackbone=ResNet-18, Initialization=randomly initialized2023.12 | — | — | — | — | — | — | — | — | — | — | 34.7 | 22.6 | |
| TEENBackbone=ResNet-18, Initialization=randomly initialized2023.12 | — | — | — | — | — | — | — | — | — | — | 47.77 | 34.82 | |
| TEENBackbone=ResNet-18, Initialization=randomly initialized2023.12 | — | — | — | — | — | — | — | — | — | — | 42.99 | 30.1 | |
| TEENBackbone=ResNet-18, Initialization=randomly initialized2023.12 | — | — | — | — | — | — | — | — | — | — | 40.19 | 27.53 |