Metric: Accuracy (higher is better)
| # | Model↕ | Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | TRIDENT | 80.74 | No | Transductive Decoupled Variational Inference for... | 2022-08-22 | Code |
| 2 | PEMnE-BMS | 79.15 | No | Squeezing Backbone Feature Distributions to the ... | 2021-10-18 | Code |
| 3 | PT+MAP | 76.51 | No | Leveraging the Feature Distribution in Transfer-... | 2020-06-06 | Code |
| 4 | DAPNA | 68.33 | No | Few-Shot Learning as Domain Adaptation: Algorith... | 2020-02-06 | - |
| 5 | LaplacianShot | 66.33 | No | Laplacian Regularized Few-Shot Learning | 2020-06-28 | Code |
| 6 | Baseline++ (Chen et al., 2019) | 62.04 | No | A Closer Look at Few-shot Classification | 2019-04-08 | Code |
| 7 | HyperShot | 58.86 | No | HyperShot: Few-Shot Learning by Kernel HyperNetw... | 2022-03-21 | Code |
| 8 | DKT + BNCosSim | 56.4 | No | Bayesian Meta-Learning for the Few-Shot Setting ... | 2019-10-11 | Code |