Metric: 1:1 Accuracy (higher is better)
| # | Model↕ | 1:1 Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | BAVARDAGE | 83.6 | No | Adaptive Dimension Reduction and Variational Inf... | 2022-09-18 | - |
| 2 | \alpha-TIM | 82.5 | No | Realistic Evaluation of Transductive Few-Shot Le... | 2022-04-24 | Code |
| 3 | Laplacian-Shot | 81.6 | No | Laplacian Regularized Few-Shot Learning | 2020-06-28 | Code |
| 4 | BDCSPN | 80.2 | No | Prototype Rectification for Few-Shot Learning | 2019-11-25 | Code |
| 5 | Simpleshot | 80.1 | No | SimpleShot: Revisiting Nearest-Neighbor Classifi... | 2019-11-12 | Code |
| 6 | Baseline++ | 79.7 | No | A Closer Look at Few-shot Classification | 2019-04-08 | Code |
| 7 | Entropy Minimization | 74.8 | No | A Baseline for Few-Shot Image Classification | 2019-09-06 | Code |
| 8 | ProtoNet | 74.2 | No | Prototypical Networks for Few-shot Learning | 2017-03-15 | Code |
| 9 | LR-ICI | 73.5 | No | Instance Credibility Inference for Few-Shot Lear... | 2020-03-26 | Code |
| 10 | PT-MAP | 67.1 | No | Leveraging the Feature Distribution in Transfer-... | 2020-06-06 | Code |
| 11 | MAML | 64.5 | No | Model-Agnostic Meta-Learning for Fast Adaptation... | 2017-03-09 | Code |
| 12 | Versa | 61.9 | No | Meta-Learning Probabilistic Inference For Predic... | 2018-05-24 | Code |