Metric: Accuracy (higher is better)
| # | Model↕ | Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | MATANet | 91.89 | No | Multi-scale Adaptive Task Attention Network for ... | 2020-11-30 | - |
| 2 | MML(KL) | 91.05 | No | Multi-level Metric Learning for Few-shot Image R... | 2021-03-21 | - |
| 3 | DN4-DA (k=1) | 89.6 | No | Revisiting Local Descriptor based Image-to-Class... | 2019-03-28 | Code |
| 4 | GNN++ | 71.25 | No | Few-Shot Learning with Graph Neural Networks | 2017-11-10 | Code |
| 5 | Prototypical Nets++ | 52.93 | No | Prototypical Networks for Few-shot Learning | 2017-03-15 | Code |
| 6 | Matching Nets FCE++ | 44.7 | No | Matching Networks for One Shot Learning | 2016-06-13 | Code |