Metric: Accuracy (higher is better)
| # | Model↕ | Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | PT+MAP | 90.03 | No | Leveraging the Feature Distribution in Transfer-... | 2020-06-06 | Code |
| 2 | AM3-TADAM | 81.57 | No | Adaptive Cross-Modal Few-Shot Learning | 2019-02-19 | Code |
| 3 | TADAM | 80.8 | No | TADAM: Task dependent adaptive metric for improv... | 2018-05-23 | Code |
| 4 | ResNet-34 (Isotropic Gaussian) | 78.5 | No | Discriminative k-shot learning using probabilist... | 2017-06-01 | - |
| 5 | Prototypical Networks | 74.3 | No | Prototypical Networks for Few-shot Learning | 2017-03-15 | Code |