| Adaptive Dimension Reduction and Variational Inference for Transductive Few-Shot Classification | | 57.27 | BAVARDAGE | 2022-09-18 |
| EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients | ✓ Link | 54.47 | EASY 2xResNet12 1/√2 (transductive) | 2022-01-24 |
| EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients | ✓ Link | 54.13 | EASY 3xResNet12 (transductive) | 2022-01-24 |
| Task Augmentation by Rotating for Meta-Learning | ✓ Link | 51.35 | R2-D2+Task Aug | 2020-02-08 |
| Extended Few-Shot Learning: Exploiting Existing Resources for Novel Tasks | ✓ Link | 50.57 | pseudo-shots | 2020-12-13 |
| Task Augmentation by Rotating for Meta-Learning | ✓ Link | 49.77 | MetaOptNet-SVM+Task Aug | 2020-02-08 |
| Attribute Surrogates Learning and Spectral Tokens Pooling in Transformers for Few-shot Learning | ✓ Link | 48.27 | HCTransformers | 2022-03-17 |
| EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients | ✓ Link | 48.07 | EASY 3xResNet12 (inductive) | 2022-01-24 |
| EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients | ✓ Link | 47.94 | EASY 2xResNet12 1/√2 (inductive) | 2022-01-24 |
| Exploring Complementary Strengths of Invariant and Equivariant Representations for Few-Shot Learning | ✓ Link | 47.76 | Invariance-Equivariance | 2021-03-01 |
| Rethinking Generalization in Few-Shot Classification | ✓ Link | 47.68 | FewTURE | 2022-06-15 |
| Meta-Learning with Differentiable Convex Optimization | ✓ Link | 47.2 | MetaOptNet-SVM-trainval | 2019-04-07 |
| Self-supervised Knowledge Distillation for Few-shot Learning | ✓ Link | 46.5 | SKD | 2020-06-17 |
| Meta-Transfer Learning for Few-Shot Learning | ✓ Link | 45.1 | MTL | 2018-12-06 |
| Enhancing Few-Shot Image Classification through Learnable Multi-Scale Embedding and Attention Mechanisms | ✓ Link | 44.78 | MSENet | 2024-09-12 |
| Constellation Nets for Few-Shot Learning | ✓ Link | 43.8 | ConstellationNets | 2021-01-01 |
| Sparse Spatial Transformers for Few-Shot Learning | ✓ Link | 43.72 | SSFormers | 2021-09-27 |
| Bridging Multi-Task Learning and Meta-Learning: Towards Efficient Training and Effective Adaptation | ✓ Link | 42.4 | Multi-Task Learning | 2021-06-16 |
| Generalized Adaptation for Few-Shot Learning | | 41.6 | ACC + Amphibian | 2019-11-25 |
| Complementing Representation Deficiency in Few-shot Image Classification: A Meta-Learning Approach | ✓ Link | 41 | MCRNet-SVM | 2020-07-21 |
| Complementing Representation Deficiency in Few-shot Image Classification: A Meta-Learning Approach | ✓ Link | 40.7 | MCRNet-RR | 2020-07-21 |
| TADAM: Task dependent adaptive metric for improved few-shot learning | ✓ Link | 40.1 | TADAM | 2018-05-23 |