| Paper | Code | Accuracy | ModelName | ReleaseDate |
|---|---|---|---|---|
| Transductive Decoupled Variational Inference for Few-Shot Classification | ✓ Link | 80.74 | TRIDENT | 2022-08-22 |
| Squeezing Backbone Feature Distributions to the Max for Efficient Few-Shot Learning | ✓ Link | 79.15 | PEMnE-BMS | 2021-10-18 |
| Leveraging the Feature Distribution in Transfer-based Few-Shot Learning | ✓ Link | 76.51 | PT+MAP | 2020-06-06 |
| Few-Shot Learning as Domain Adaptation: Algorithm and Analysis | 68.33 | DAPNA | 2020-02-06 | |
| Laplacian Regularized Few-Shot Learning | ✓ Link | 66.33 | LaplacianShot | 2020-06-29 |
| A Closer Look at Few-shot Classification | ✓ Link | 62.04 | Baseline++ (Chen et al., 2019) | 2019-04-08 |
| HyperShot: Few-Shot Learning by Kernel HyperNetworks | ✓ Link | 58.86 | HyperShot | 2022-03-21 |
| Bayesian Meta-Learning for the Few-Shot Setting via Deep Kernels | ✓ Link | 56.40 | DKT + BNCosSim | 2019-10-11 |