Few-Shot Class-Incremental Learning on CORe50 multi-class 5-shot
99.3BCROrCo
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| OrCoBackbone=DINOv2-s, Novel Classes count=252026.01 | 99.3 | 28.3 | 63.8 | |
| RelationNetBackbone=DINOv2-s, Novel Classes count=252026.01 | 97.5 | 51.4 | 74.4 | |
| FACTBackbone=DINOv2-s, Novel Classes count=252026.01 | 97 | 30.5 | 63.8 | |
| SLDABackbone=DINOv2-s, Novel Classes count=252026.01 | 95.4 | 73.3 | 84.4 | |
| SLDA-fixed-ΣBackbone=DINOv2-s, Novel Classes count=252026.01 | 95 | 72.4 | 83.7 | |
| Gen1S-DiffusionBackbone=DINOv2-s, Novel Classes count=25, Conditioned=false2026.01 | 87.4 | 74.2 | 80.8 | |
| Gen1S-VAEBackbone=DINOv2-s, Novel Classes count=25, Conditioned=true2026.01 | 85.5 | 77.2 | 81.4 | |
| Gen1S-DiffusionBackbone=DINOv2-s, Novel Classes count=25, Conditioned=true2026.01 | 83.8 | 77.1 | 80.4 | |
| SimpleShotBackbone=DINOv2-s, Novel Classes count=252026.01 | 83.2 | 69.2 | 76.2 | |
| ProtoNetBackbone=DINOv2-s, Novel Classes count=252026.01 | 82.8 | 67 | 74.9 | |
| Gen1S-VAEBackbone=DINOv2-s, Novel Classes count=25, Conditioned=false2026.01 | 82.8 | 66.5 | 74.7 | |
| SAVCBackbone=DINOv2-s, Novel Classes count=252026.01 | 76 | 36.1 | 56 | |
| LIMITBackbone=DINOv2-s, Novel Classes count=252026.01 | 70 | 13.1 | 41.6 |