Metric: Accuracy (higher is better)
| # | Model↕ | Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | GCR | 99.63 | No | Few-Shot Learning with Global Class Representati... | 2019-08-14 | Code |
| 2 | DCN6-E | 99.11 | No | Decoder Choice Network for Meta-Learning | 2019-09-25 | Code |
| 3 | MAML++ | 97.7 | No | HyperTransformer: Model Generation for Supervise... | 2022-01-11 | Code |
| 4 | MAML++ | 97.65 | No | How to train your MAML | 2018-10-22 | Code |
| 5 | iMAML, Hessian-Free | 96.18 | No | Meta-Learning with Implicit Gradients | 2019-09-10 | Code |
| 6 | VAMPIRE | 93.2 | No | Uncertainty in Model-Agnostic Meta-Learning usin... | 2019-07-27 | Code |
| 7 | MR-MAML | 83.3 | No | Meta-Learning without Memorization | 2019-12-09 | Code |