Few-shot Image Classification on miniImageNet (novel classes)
74.63Top-1 AccIDeMe-Net
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| IDeMe-NetShots=5-shot2019.05 | 74.63 | — | — | |
| Delta-EncoderShots=5-shot2019.05 | 73.6 | — | — | |
| Prototype ClassifierShots=5-shot2019.05 | 72.71 | — | — | |
| Relation NetworkShots=5-shot2019.05 | 71.07 | — | — | |
| Cos & Art.Shots=5-shot2019.05 | 70.13 | — | — | |
| SNAILShots=5-shot2019.05 | 68.88 | — | — | |
| Prototypical NetworkShots=5-shot2019.05 | 68.2 | — | — | |
| Meta-SGDShots=5-shot2019.05 | 64.03 | — | — | |
| MAMLShots=5-shot2019.05 | 63.11 | — | — | |
| IDeMe-NetShots=1-shot2019.05 | 59.14 | — | — | |
| Delta-EncoderShots=1-shot2019.05 | 58.7 | — | — | |
| Relation NetworkShots=1-shot2019.05 | 57.02 | — | — | |
| SNAILShots=1-shot2019.05 | 55.71 | — | — | |
| Cos & Art.Shots=1-shot2019.05 | 55.45 | — | — | |
| Matching NetworkShots=5-shot2019.05 | 55.31 | — | — | |
| Prototype ClassifierShots=1-shot2019.05 | 52.54 | — | — | |
| Meta-SGDShots=1-shot2019.05 | 50.47 | — | — | |
| Prototypical NetworkShots=1-shot2019.05 | 49.42 | — | — | |
| MAMLShots=1-shot2019.05 | 48.7 | — | — | |
| Matching NetworkShots=1-shot2019.05 | 43.56 | — | — | |
| Baseline++Setting=Inductive, Backbone=ResNet182020.06 | — | 51.87 | 75.68 | |
| BD-CSPNSetting=Transductive, Backbone=WRN2020.06 | — | 70.31 | 81.89 | |
| DFMN-MCTSetting=Transductive, Backbone=ResNet122020.06 | — | 78.55 | 86.03 | |
| MAMLSetting=Inductive, Backbone=ResNet182020.06 | — | 49.61 | 65.72 | |
| Matching NetworksSetting=Inductive, Backbone=WRN2020.06 | — | 64.03 | 76.32 | |
| ProtoNetSetting=Inductive, Backbone=WRN2020.06 | — | 62.6 | 79.97 | |
| PT+MAPSetting=Transductive, Backbone=WRN2020.06 | — | 82.92 | 88.82 | |
| PT+NCMSetting=Inductive, Backbone=WRN2020.06 | — | 65.35 | 83.87 | |
| S2M2_RSetting=Inductive, Backbone=WRN2020.06 | — | 64.93 | 83.18 | |
| SimpleShotSetting=Inductive, Backbone=DenseNet1212020.06 | — | 64.29 | 81.5 | |
| TAFSSLSetting=Transductive, Backbone=DenseNet1212020.06 | — | 77.06 | 84.99 | |
| Transfer+SGCSetting=Transductive, Backbone=WRN2020.06 | — | 76.47 | 85.23 |