Metric: Accuracy (higher is better)
| # | Model↕ | Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | TIM-GD | 39.3 | No | Transductive Information Maximization For Few-Sh... | 2020-08-25 | Code |
| 2 | Deep Comparison Network | 32.07 | No | RelationNet2: Deep Comparison Columns for Few-Sh... | 2018-11-17 | Code |
| 3 | Meta SGD | 17.56 | No | Meta-SGD: Learning to Learn Quickly for Few-Shot... | 2017-07-31 | Code |
| 4 | Matching Nets, (from ) | 17.31 | No | Meta-SGD: Learning to Learn Quickly for Few-Shot... | 2017-07-31 | Code |
| 5 | Meta LSTM, (from ) | 16.7 | No | Meta-SGD: Learning to Learn Quickly for Few-Shot... | 2017-07-31 | Code |
| 6 | MAML, (from ) | 16.49 | No | Meta-SGD: Learning to Learn Quickly for Few-Shot... | 2017-07-31 | Code |