| BECLR: Batch Enhanced Contrastive Few-Shot Learning | ✓ Link | 80.57 | BECLR | 2024-02-04 |
| Meta-DM: Applications of Diffusion Models on Few-Shot Learning | | 66.68 | Meta-DM+UniSiam | 2023-05-14 |
| Self-Supervision Can Be a Good Few-Shot Learner | ✓ Link | 65.55 | UniSiam | 2022-07-19 |
| Few-Shot Learning with Part Discovery and Augmentation from Unlabeled Images | | 63.84 | PDA-Net | 2021-05-25 |
| Self-Attention Message Passing for Contrastive Few-Shot Learning | ✓ Link | 61.02 | SAMPTransfer (Conv4) | 2022-10-12 |
| Unsupervised Few-shot Learning via Deep Laplacian Eigenmaps | | 59.47 | Deep Laplacian Eigenmaps | 2022-10-07 |
| Trainable Class Prototypes for Few-Shot Learning | | 58.92 | TrainProto | 2021-06-21 |
| Revisiting Unsupervised Meta-Learning via the Characteristics of Few-Shot Tasks | ✓ Link | 58.20 | HMS | 2020-11-30 |
| Shot in the Dark: Few-Shot Learning with No Base-Class Labels | | 57.1 | UBC-FSL | 2020-10-06 |
| Few-Shot Image Classification via Contrastive Self-Supervised Learning | | 54.17 | CSSL | 2020-08-23 |
| Contrastive Prototypical Network with Wasserstein Confidence Penalty | ✓ Link | 53.56 | CPNWCP | 2022-10-21 |
| Unsupervised Few-Shot Image Classification by Learning Features into Clustering Space | ✓ Link | 53.14 | LF2CS | 2022-10-21 |
| Rethinking Clustering-Based Pseudo-Labeling for Unsupervised Meta-Learning | ✓ Link | 49.13 | PL-CFE | 2022-09-27 |
| Self-Supervised Class-Cognizant Few-Shot Classification | ✓ Link | 47.92 | C^3LR | 2022-02-15 |
| Unsupervised Meta-Learning via Few-shot Pseudo-supervised Contrastive Learning | ✓ Link | 46.70 | PsCo | 2023-03-02 |
| Self-Supervised Learning For Few-Shot Image Classification | ✓ Link | 46.13 | AmdimNet | 2019-11-14 |
| Self-Supervised Prototypical Transfer Learning for Few-Shot Classification | ✓ Link | 45.67 | ProtoTransfer | 2020-06-19 |
| CMVAE: Causal Meta VAE for Unsupervised Meta-Learning | ✓ Link | 44.27 | CMVAE | 2023-02-20 |
| Unsupervised Meta-Learning via Latent Space Energy-based Model of Symbol Vector Coupling | | 43.38 | Meta-SVEBM | 2021-09-30 |
| Meta-GMVAE: Mixture of Gaussian VAE for Unsupervised Meta-Learning | ✓ Link | 42.82 | Meta-GMVAE | 2021-01-01 |
| Invariant and consistent: Unsupervised representation learning for few-shot visual recognition | | 41.44 | InCo | 2022-11-01 |
| Multi-level Second-order Few-shot Learning | ✓ Link | 41.09 | U-MlSo+PN | 2022-01-15 |
| Rethinking Class Relations: Absolute-relative Supervised and Unsupervised Few-shot Learning | ✓ Link | 41.08 | ArL | 2020-01-12 |
| Diversity Helps: Unsupervised Few-shot Learning via Distribution Shift-based Data Augmentation | ✓ Link | 40.71 | ULDA | 2020-04-13 |
| Unsupervised Meta-Learning through Latent-Space Interpolation in Generative Models | | 40.05 | LASIUM | 2020-06-18 |
| Unsupervised Meta-Learning For Few-Shot Image Classification | | 39.93 | UMTRA | 2018-11-28 |
| Unsupervised Learning via Meta-Learning | | 39.90 | CACTU | 2018-10-04 |
| Assume, Augment and Learn: Unsupervised Few-Shot Meta-Learning via Random Labels and Data Augmentation | | 37.67 | AAL | 2019-02-26 |