| Paper | Code | Top-5 Accuracy (%) | ModelName | ReleaseDate |
|---|---|---|---|---|
| KGTN-ens: Few-Shot Image Classification with Knowledge Graph Ensembles | ✓ Link | 81.12 | KGTN-ens (ResNet-50, h+g, max) | 2022-11-06 |
| Knowledge Graph Transfer Network for Few-Shot Recognition | ✓ Link | 80.9 | KGTN (ResNet-50) | 2019-11-21 |
| Model-Agnostic Graph Regularization for Few-Shot Learning | 78.6 | SGM + graph | 2021-02-14 | |
| Few-shot Relational Reasoning via Connection Subgraph Pretraining | ✓ Link | 77.6 | KTCH (ResNet-50) | 2022-10-13 |
| Low-shot Visual Recognition by Shrinking and Hallucinating Features | ✓ Link | 77.4 | SGM (ResNet-50) | 2016-06-09 |
| Image Deformation Meta-Networks for One-Shot Learning | ✓ Link | 77.4 | IdeMe-Net (ResNet-50) | 2019-05-28 |
| Low-shot Visual Recognition by Shrinking and Hallucinating Features | ✓ Link | 77.3 | SGM w/ G (ResNet-50) | 2016-06-09 |
| Low-shot learning with large-scale diffusion | ✓ Link | 73.8 | LSD (ResNet-50) | 2017-06-07 |