Metric: Accuracy (higher is better)
| # | Model↕ | Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | MAML | 99.9 | No | Model-Agnostic Meta-Learning for Fast Adaptation... | 2017-03-09 | Code |
| 2 | APL | 99.9 | No | Adaptive Posterior Learning: few-shot learning w... | 2019-02-07 | Code |
| 3 | MC2+ | 99.89 | No | Meta-Curvature | 2019-02-09 | Code |
| 4 | Relation Net | 99.8 | No | Learning to Compare: Relation Network for Few-Sh... | 2017-11-16 | Code |
| 5 | Prototypical Networks | 99.7 | No | Prototypical Networks for Few-shot Learning | 2017-03-15 | Code |
| 6 | ConvNet with Memory Module | 99.6 | No | Learning to Remember Rare Events | 2017-03-09 | Code |
| 7 | Neural Statistician | 99.5 | No | Towards a Neural Statistician | 2016-06-07 | Code |
| 8 | Reptile + Transduction | 99.48 | No | On First-Order Meta-Learning Algorithms | 2018-03-08 | Code |
| 9 | Hyperbolic ProtoNet | 99.4 | No | Hyperbolic Image Embeddings | 2019-04-03 | Code |
| 10 | adaCNN (DF) | 99.37 | No | Rapid Adaptation with Conditionally Shifted Neur... | 2017-12-28 | - |
| 11 | Matching Nets | 98.9 | No | Matching Networks for One Shot Learning | 2016-06-13 | Code |