Multi-class One-Shot Class-Incremental Learning on CORe50 (test)
99.1BCROrCo
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| OrCoBackbone=DINOv2-s, Number of novel classes=252026.01 | 99.1 | 18.9 | 59 | |
| RelationNetBackbone=DINOv2-s, Number of novel classes=252026.01 | 98.1 | 37.1 | 67.6 | |
| FACTBackbone=DINOv2-s, Number of novel classes=252026.01 | 97.3 | 13.9 | 55.6 | |
| SLDABackbone=DINOv2-s, Number of novel classes=252026.01 | 95.4 | 27.9 | 61.7 | |
| SLDA-fixed-ΣBackbone=DINOv2-s, Number of novel classes=252026.01 | 95.2 | 27.1 | 61.2 | |
| Gen1S-VAEBackbone=DINOv2-s, Number of novel classes=252026.01 | 88.2 | 54.2 | 71.2 | |
| Gen1S-DiffusionBackbone=DINOv2-s, Number of novel classes=252026.01 | 87.1 | 58.6 | 72.9 | |
| SimpleShotBackbone=DINOv2-s, Number of novel classes=252026.01 | 83.4 | 42.7 | 63.1 | |
| ProtoNetBackbone=DINOv2-s, Number of novel classes=252026.01 | 82.3 | 41.5 | 61.9 | |
| SAVCBackbone=DINOv2-s, Number of novel classes=252026.01 | 76.6 | 18.2 | 47.4 | |
| LIMITBackbone=DINOv2-s, Number of novel classes=252026.01 | 69.7 | 11.1 | 40.4 |