Metric: Accuracy (higher is better)
| # | Model↕ | Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | MML(KL) | 75.59 | No | Multi-level Metric Learning for Few-shot Image R... | 2021-03-21 | - |
| 2 | MATANet | 70.29 | No | Multi-scale Adaptive Task Attention Network for ... | 2020-11-30 | - |
| 3 | DN4-DA (k=1) | 66.33 | No | Revisiting Local Descriptor based Image-to-Class... | 2019-03-28 | Code |
| 4 | GNN++ | 62.27 | No | Few-Shot Learning with Graph Neural Networks | 2017-11-10 | Code |
| 5 | Prototypical Nets++ | 48.19 | No | Prototypical Networks for Few-shot Learning | 2017-03-15 | Code |
| 6 | Matching Nets FCE++ | 47.5 | No | Matching Networks for One Shot Learning | 2016-06-13 | Code |