Metric: Accuracy (higher is better)
| # | Model↕ | Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | TIM-GD | 59.5 | No | Transductive Information Maximization For Few-Sh... | 2020-08-25 | Code |
| 2 | Deep Comparison Network | 47.31 | No | RelationNet2: Deep Comparison Columns for Few-Sh... | 2018-11-17 | Code |
| 3 | Meta SGD | 28.92 | No | Meta-SGD: Learning to Learn Quickly for Few-Shot... | 2017-07-31 | Code |
| 4 | Meta LSTM, (from ) | 26.06 | No | Meta-SGD: Learning to Learn Quickly for Few-Shot... | 2017-07-31 | Code |
| 5 | Matching Nets, (from ) | 22.69 | No | Meta-SGD: Learning to Learn Quickly for Few-Shot... | 2017-07-31 | Code |
| 6 | MAML, (from ) | 19.29 | No | Meta-SGD: Learning to Learn Quickly for Few-Shot... | 2017-07-31 | Code |