Metric: Top-5 Accuracy (%) (higher is better)
| # | Model↕ | Top-5 Accuracy (%)▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | KGTN-ens (ResNet-50, h+g, max) | 81.12 | No | KGTN-ens: Few-Shot Image Classification with Kno... | 2022-11-06 | Code |
| 2 | KGTN (ResNet-50) | 80.9 | No | Knowledge Graph Transfer Network for Few-Shot Re... | 2019-11-21 | Code |
| 3 | SGM + graph | 78.6 | No | Model-Agnostic Graph Regularization for Few-Shot... | 2021-02-14 | - |
| 4 | KTCH (ResNet-50) | 77.6 | No | Few-shot Relational Reasoning via Connection Sub... | 2022-10-13 | Code |
| 5 | SGM (ResNet-50) | 77.4 | No | Low-shot Visual Recognition by Shrinking and Hal... | 2016-06-09 | Code |
| 6 | IdeMe-Net (ResNet-50) | 77.4 | No | Image Deformation Meta-Networks for One-Shot Lea... | 2019-05-28 | Code |
| 7 | SGM w/ G (ResNet-50) | 77.3 | No | Low-shot Visual Recognition by Shrinking and Hal... | 2016-06-09 | Code |
| 8 | LSD (ResNet-50) | 73.8 | No | Low-shot learning with large-scale diffusion | 2017-06-07 | Code |