Few-Shot Image Classification on ImageNet-FS (5-shot, novel)
Metric: Top-5 Accuracy (%) (higher is better)
Metric: Top-5 Accuracy (%) (higher is better)
| # | Model↕ | Top-5 Accuracy (%)▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | KGTN-ens (ResNet-50, h+g, mean) | 78.9 | No | KGTN-ens: Few-Shot Image Classification with Kno... | 2022-11-06 | Code |
| 2 | SGM + Graph (ResNet-50) | 78.6 | No | Model-Agnostic Graph Regularization for Few-Shot... | 2021-02-14 | - |
| 3 | KGTN (ResNet-50) | 78.5 | No | Knowledge Graph Transfer Network for Few-Shot Re... | 2019-11-21 | Code |