Metric: 1:1 Accuracy (higher is better)
| # | Model↕ | 1:1 Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | \alpha-TIM | 86.6 | No | Realistic Evaluation of Transductive Few-Shot Le... | 2022-04-24 | Code |
| 2 | BAVARDAGE | 86.5 | No | Adaptive Dimension Reduction and Variational Inf... | 2022-09-18 | - |
| 3 | Laplacian-Shot | 85.7 | No | Laplacian Regularized Few-Shot Learning | 2020-06-28 | Code |
| 4 | LR+ICI | 85.1 | No | Instance Credibility Inference for Few-Shot Lear... | 2020-03-26 | Code |
| 5 | BDCSPN | 84.8 | No | Prototype Rectification for Few-Shot Learning | 2019-11-25 | Code |
| 6 | Simpleshot | 84.7 | No | SimpleShot: Revisiting Nearest-Neighbor Classifi... | 2019-11-12 | Code |
| 7 | Baseline++ | 84.2 | No | A Closer Look at Few-shot Classification | 2019-04-08 | Code |
| 8 | Entropy Minimization | 75.5 | No | A Baseline for Few-Shot Image Classification | 2019-09-06 | Code |
| 9 | PT-MAP | 70 | No | Leveraging the Feature Distribution in Transfer-... | 2020-06-06 | Code |