Few-Shot Class-Incremental Learning on CORe50
99.9BCROrCo
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| OrCoBackbone=DINOv2-s, Shot count=10-shot, Novel classes=12026.01 | 99.9 | 49.7 | 74.8 | |
| RelationNetBackbone=DINOv2-s, Shot count=10-shot, Novel classes=12026.01 | 99.5 | 91.4 | 95.4 | |
| OrCoBackbone=DINOv2-s, Shots=10-shot, Novel Classes=252026.01 | 99.4 | 30.7 | 65 | |
| FACTBackbone=DINOv2-s, Shot count=10-shot, Novel classes=12026.01 | 97.8 | 40.5 | 69.2 | |
| RelationNetBackbone=DINOv2-s, Shots=10-shot, Novel Classes=252026.01 | 97.5 | 56.1 | 76.8 | |
| FACTBackbone=DINOv2-s, Shots=10-shot, Novel Classes=252026.01 | 96.7 | 38.4 | 67.6 | |
| SLDA-fixed-ΣBackbone=DINOv2-s, Shots=10-shot, Novel Classes=252026.01 | 95.4 | 75.9 | 85.7 | |
| SLDABackbone=DINOv2-s, Shots=10-shot, Novel Classes=252026.01 | 95.4 | 82.3 | 88.9 | |
| SLDA-fixed-ΣBackbone=DINOv2-s, Shot count=10-shot, Novel classes=12026.01 | 95.4 | 83.2 | 89.3 | |
| SLDABackbone=DINOv2-s, Shot count=10-shot, Novel classes=12026.01 | 95.4 | 86 | 90.7 | |
| Gen1S-DiffusionBackbone=DINOv2-s, Conditioning=conditioned, Shot count=10-shot, Novel classes=12026.01 | 88.7 | 98.7 | 93.7 | |
| Gen1S-DiffusionBackbone=DINOv2-s, Conditioning=unconditioned, Shot count=10-shot, Novel classes=12026.01 | 87.9 | 93.7 | 90.8 | |
| Gen1S-DiffusionBackbone=DINOv2-s, Shots=10-shot, Novel Classes=25, Conditioning=Unconditioned2026.01 | 87.4 | 81.1 | 84.2 | |
| Gen1S-VAEBackbone=DINOv2-s, Conditioning=conditioned, Shot count=10-shot, Novel classes=12026.01 | 87.1 | 97.7 | 92.4 | |
| SimpleShotBackbone=DINOv2-s, Shot count=10-shot, Novel classes=12026.01 | 86.2 | 94.8 | 90.5 | |
| Gen1S-VAEBackbone=DINOv2-s, Conditioning=unconditioned, Shot count=10-shot, Novel classes=12026.01 | 86.1 | 97.5 | 91.8 | |
| ProtoNetBackbone=DINOv2-s, Shot count=10-shot, Novel classes=12026.01 | 85.8 | 94.6 | 90.2 | |
| Gen1S-VAEBackbone=DINOv2-s, Shots=10-shot, Novel Classes=25, Conditioning=Conditioned2026.01 | 85.6 | 79.9 | 82.8 | |
| SimpleShotBackbone=DINOv2-s, Shots=10-shot, Novel Classes=252026.01 | 84.2 | 77.3 | 80.8 | |
| Gen1S-DiffusionBackbone=DINOv2-s, Shots=10-shot, Novel Classes=25, Conditioning=Conditioned2026.01 | 83.7 | 81.5 | 82.6 | |
| ProtoNetBackbone=DINOv2-s, Shots=10-shot, Novel Classes=252026.01 | 83.5 | 76.1 | 79.8 | |
| Gen1S-VAEBackbone=DINOv2-s, Shots=10-shot, Novel Classes=25, Conditioning=Unconditioned2026.01 | 83.5 | 74.5 | 79 | |
| SAVCBackbone=DINOv2-s, Shot count=10-shot, Novel classes=12026.01 | 80.8 | 46.9 | 63.8 | |
| SAVCBackbone=DINOv2-s, Shots=10-shot, Novel Classes=252026.01 | 75.6 | 42.5 | 59 | |
| Gen1S-VAEBackbone=ResNet18, Conditioning=unconditioned, Shot count=10-shot, Novel classes=12026.01 | 74.2 | 63.4 | 68.8 | |
| ProtoNetBackbone=ResNet18, Shot count=10-shot, Novel classes=12026.01 | 74.1 | 74.7 | 74.4 | |
| SimpleShotBackbone=ResNet18, Shot count=10-shot, Novel classes=12026.01 | 74 | 76.2 | 75.1 | |
| SLDABackbone=ResNet18, Shot count=10-shot, Novel classes=12026.01 | 73.9 | 60.3 | 67.1 | |
| Gen1S-VAEBackbone=ResNet18, Conditioning=conditioned, Shot count=10-shot, Novel classes=12026.01 | 73.7 | 80.2 | 77 | |
| RelationNetBackbone=ResNet18, Shot count=10-shot, Novel classes=12026.01 | 73.1 | 58.2 | 65.6 | |
| Gen1S-DiffusionBackbone=ResNet18, Conditioning=conditioned, Shot count=10-shot, Novel classes=12026.01 | 73 | 71.3 | 72.2 | |
| LIMITBackbone=DINOv2-s, Shot count=10-shot, Novel classes=12026.01 | 72.9 | 19.6 | 46.2 | |
| SLDA-fixed-ΣBackbone=ResNet18, Shot count=10-shot, Novel classes=12026.01 | 72.4 | 55.7 | 64.1 | |
| OrCoBackbone=ResNet18, Shot count=10-shot, Novel classes=12026.01 | 71.6 | 69.3 | 70.4 | |
| FACTBackbone=ResNet18, Shot count=10-shot, Novel classes=12026.01 | 70.6 | 63.1 | 66.8 | |
| SAVCBackbone=ResNet18, Shot count=10-shot, Novel classes=12026.01 | 70.5 | 67.8 | 69.2 | |
| LIMITBackbone=DINOv2-s, Shots=10-shot, Novel Classes=252026.01 | 70.3 | 13.9 | 42.1 | |
| Gen1S-DiffusionBackbone=ResNet18, Conditioning=unconditioned, Shot count=10-shot, Novel classes=12026.01 | 67.6 | 56.1 | 61.8 | |
| LIMITBackbone=ResNet18, Shot count=10-shot, Novel classes=12026.01 | 58.8 | 61.5 | 60.2 |