| Context-Aware Meta-Learning | ✓ Link | 98.8 | CAML [Laion-2b] | 2023-10-17 |
| Transductive Decoupled Variational Inference for Few-Shot Classification | ✓ Link | 96.57 | TRIDENT | 2022-08-22 |
| Attribute Surrogates Learning and Spectral Tokens Pooling in Transformers for Few-shot Learning | ✓ Link | 91.72 | HCTransformers | 2022-03-17 |
| Squeezing Backbone Feature Distributions to the Max for Efficient Few-Shot Learning | ✓ Link | 91.09 | PEMnE-BMS* | 2021-10-18 |
| Leveraging the Feature Distribution in Transfer-based Few-Shot Learning | ✓ Link | 90.44 | PT+MAP | 2020-06-06 |
| Adaptive Dimension Reduction and Variational Inference for Transductive Few-Shot Classification | | 90.41 | BAVARDAGE | 2022-09-18 |
| Rethinking Generalization in Few-Shot Classification | ✓ Link | 89.96 | FewTURE | 2022-06-15 |
| Transductive Information Maximization For Few-Shot Learning | ✓ Link | 89.8 | TIM-GD | 2020-08-25 |
| EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients | ✓ Link | 89.76 | EASY 3xResNet12 (transductive) | 2022-01-24 |
| Shallow Bayesian Meta Learning for Real-World Few-Shot Recognition | ✓ Link | 89.56 | MetaQDA | 2021-01-08 |
| EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients | ✓ Link | 89.26 | ASY ResNet12 (transductive) | 2022-01-24 |
| Instance Credibility Inference for Few-Shot Learning | ✓ Link | 89.00 | ICI | 2020-03-26 |
| Charting the Right Manifold: Manifold Mixup for Few-shot Learning | ✓ Link | 88.59 | S2M2R | 2019-07-28 |
| Embedding Propagation: Smoother Manifold for Few-Shot Classification | ✓ Link | 88.36 | EPNet | 2020-03-09 |
| EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients | ✓ Link | 88.33 | EASY 3xResNet12 (inductive) | 2022-01-24 |
| Laplacian Regularized Few-Shot Learning | ✓ Link | 87.93 | LaplacianShot | 2020-06-29 |
| EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients | ✓ Link | 87.86 | ASY ResNet12 (inductive) | 2022-01-24 |
| Enhancing Few-Shot Image Classification with Unlabelled Examples | ✓ Link | 87.7 | Transductive CNAPS + FETI | 2020-06-17 |
| Unsupervised Embedding Adaptation via Early-Stage Feature Reconstruction for Few-Shot Classification | ✓ Link | 87.61 | BD-CSPN + ESFR (WRN) | 2021-06-22 |
| ESPT: A Self-Supervised Episodic Spatial Pretext Task for Improving Few-Shot Learning | ✓ Link | 87.49 | ESPT | 2023-04-26 |
| Exploring Complementary Strengths of Invariant and Equivariant Representations for Few-Shot Learning | ✓ Link | 87.08 | Invariance-Equivariance | 2021-03-01 |
| Extended Few-Shot Learning: Exploiting Existing Resources for Novel Tasks | ✓ Link | 86.82 | pseudo-shots | 2020-12-13 |
| Generalized Adaptation for Few-Shot Learning | | 86.75 | ACC + Amphibian | 2019-11-25 |
| Self-supervised Knowledge Distillation for Few-shot Learning | ✓ Link | 86.66 | SKD | 2020-06-17 |
| Sparse Spatial Transformers for Few-Shot Learning | ✓ Link | 86.61 | SSFormers | 2021-09-27 |
| Self-Supervision Can Be a Good Few-Shot Learner | ✓ Link | 86.51 | UniSiam | 2022-07-19 |
| Open-Set Likelihood Maximization for Few-Shot Learning | ✓ Link | 86.35 | OSLO | 2023-01-20 |
| Unsupervised Embedding Adaptation via Early-Stage Feature Reconstruction for Few-Shot Classification | ✓ Link | 86.34 | BD-CSPN + ESFR (ResNet-18) | 2021-06-22 |
| Improved Few-Shot Visual Classification | ✓ Link | 86.0 | Simple CNAPS + FETI | 2019-12-07 |
| Few-Shot Learning as Domain Adaptation: Algorithm and Analysis | | 85.82 | DAPNA | 2020-02-06 |
| DiffKendall: A Novel Approach for Few-Shot Learning with Differentiable Kendall's Rank Correlation | ✓ Link | 85.31 | DiffKendall (Meta-Baseline, ResNet-12) | 2023-07-28 |
| Relational Embedding for Few-Shot Classification | ✓ Link | 85.28 | RENet | 2021-08-22 |
| Learning to Self-Train for Semi-Supervised Few-Shot Classification | ✓ Link | 85.2 | LST | 2019-06-03 |
| Geometric Mean Improves Loss For Few-Shot Learning | | 84.04 | GML (ResNet-12) | 2025-01-24 |
| Bridging Multi-Task Learning and Meta-Learning: Towards Efficient Training and Effective Adaptation | ✓ Link | 83.69 | Multi-Task Learning | 2021-06-16 |
| Adaptive Subspaces for Few-Shot Learning | ✓ Link | 83.32 | Adaptive Subspace Network | 2020-06-01 |
| MetaFun: Meta-Learning with Iterative Functional Updates | ✓ Link | 83.28 | MetaFun-Kernel | 2019-12-05 |
| Uncertainty in Model-Agnostic Meta-Learning using Variational Inference | ✓ Link | 82.7 | VAMPIRE | 2019-07-27 |
| Adaptive Cross-Modal Few-Shot Learning | ✓ Link | 82.58 | AM3-TADAM | 2019-02-19 |
| PAC-Bayes meta-learning with implicit task-specific posteriors | ✓ Link | 81.84 | SImPa | 2020-03-05 |
| Enhancing Few-Shot Image Classification with Unlabelled Examples | ✓ Link | 81.8 | Transductive CNAPS | 2020-06-17 |
| Meta-Learning with Differentiable Convex Optimization | ✓ Link | 81.75 | MetaOptNet-SVM-trainval | 2019-04-07 |
| TapNet: Neural Network Augmented with Task-Adaptive Projection for Few-Shot Learning | ✓ Link | 80.26 | TapNet | 2019-05-16 |
| Match Them Up: Visually Explainable Few-shot Image Classification | ✓ Link | 80.05 | MTUNet+WRN | 2020-11-25 |
| Improved Few-Shot Visual Classification | ✓ Link | 80.0 | Simple CNAPS | 2019-12-07 |
| RelationNet2: Deep Comparison Columns for Few-Shot Learning | ✓ Link | 79.62 | Deep Comparison Network | 2018-11-17 |
| Match Them Up: Visually Explainable Few-shot Image Classification | ✓ Link | 77.82 | MTUNet+ResNet-18 | 2020-11-25 |
| Meta-Learning with a Geometry-Adaptive Preconditioner | ✓ Link | 74.9 | GAP | 2023-04-04 |
| Meta-Learning with a Geometry-Adaptive Preconditioner | ✓ Link | 74.41 | Approximate GAP | 2023-04-04 |
| HyperTransformer: Model Generation for Supervised and Semi-Supervised Few-Shot Learning | ✓ Link | 73.9% | HyperTransformer | 2022-01-11 |
| HyperTransformer: Model Generation for Supervised and Semi-Supervised Few-Shot Learning | ✓ Link | 73.2% | RFS | 2022-01-11 |