| Paper | Code | 1:1 Accuracy | ModelName | ReleaseDate |
|---|---|---|---|---|
| Realistic Evaluation of Transductive Few-Shot Learning | ✓ Link | 86.6 | \alpha-TIM | 2022-04-24 |
| Adaptive Dimension Reduction and Variational Inference for Transductive Few-Shot Classification | 86.5 | BAVARDAGE | 2022-09-18 | |
| Laplacian Regularized Few-Shot Learning | ✓ Link | 85.7 | Laplacian-Shot | 2020-06-28 |
| Instance Credibility Inference for Few-Shot Learning | ✓ Link | 85.1 | LR+ICI | 2020-03-26 |
| Prototype Rectification for Few-Shot Learning | ✓ Link | 84.8 | BDCSPN | 2019-11-25 |
| SimpleShot: Revisiting Nearest-Neighbor Classification for Few-Shot Learning | ✓ Link | 84.7 | Simpleshot | 2019-11-12 |
| A Closer Look at Few-shot Classification | ✓ Link | 84.2 | Baseline++ | 2019-04-08 |
| A Baseline for Few-Shot Image Classification | ✓ Link | 75.5 | Entropy Minimization | 2019-09-06 |
| Leveraging the Feature Distribution in Transfer-based Few-Shot Learning | ✓ Link | 70.0 | PT-MAP | 2020-06-06 |