Few-Shot Image Classification 벤치마크
Few-Shot Image Classification on ImageNet-FS (10-shot, novel)
Top-5 Accuracy (%)
- 2019-11-21 — KGTN (ResNet-50): Top-5 Accuracy (%) 82.3
- 2022-11-06 — KGTN-ens (ResNet-50, h+g, max): Top-5 Accuracy (%) 82.56
| Rank | Model | Top-5 Accuracy (%) | Paper | Code | Year |
|---|---|---|---|---|---|
| 1 | KGTN-ens (ResNet-50, h+g, max) | 82.56 | KGTN-ens: Few-Shot Image Classification with Knowledge Graph Ensembles | DominikFilipiak/KGTN-ens | 2022 |
| 2 | KGTN (ResNet-50) | 82.3 | Knowledge Graph Transfer Network for Few-Shot Recognition | MyChocer/KGTN | 2019 |
| 3 | KGTN-ens (ResNet-50, h+g, max) | 82.56 | KGTN-ens: Few-Shot Image Classification with Knowledge Graph Ensembles | DominikFilipiak/KGTN-ens | 2022 |
| 4 | KGTN (ResNet-50) | 82.3 | Knowledge Graph Transfer Network for Few-Shot Recognition | MyChocer/KGTN | 2019 |