Multi-class One-Shot Class-Incremental Learning on iCubWorld (test)
100BCROrCo
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| OrCoBackbone=DINOv2-s, Number of novel classes=252026.01 | 100 | 59.7 | 79.9 | |
| SLDA-fixed-ΣBackbone=DINOv2-s, Number of novel classes=252026.01 | 100 | 32 | 66 | |
| SLDABackbone=DINOv2-s, Number of novel classes=252026.01 | 100 | 32.8 | 66.4 | |
| RelationNetBackbone=DINOv2-s, Number of novel classes=252026.01 | 99.9 | 44.1 | 72 | |
| FACTBackbone=DINOv2-s, Number of novel classes=252026.01 | 99.3 | 68.3 | 83.8 | |
| Gen1S-VAEBackbone=DINOv2-s, Number of novel classes=252026.01 | 98 | 68 | 83 | |
| ProtoNetBackbone=DINOv2-s, Number of novel classes=252026.01 | 97.9 | 62.7 | 80.3 | |
| LIMITBackbone=DINOv2-s, Number of novel classes=252026.01 | 96.1 | 37.8 | 67 | |
| SAVCBackbone=DINOv2-s, Number of novel classes=252026.01 | 95.6 | 78 | 86.8 | |
| Gen1S-DiffusionBackbone=DINOv2-s, Number of novel classes=252026.01 | 95.1 | 80.1 | 87.6 | |
| SimpleShotBackbone=DINOv2-s, Number of novel classes=252026.01 | 95 | 63.6 | 79.3 |