Few-Shot Class-Incremental Learning on CUB200
74.2Backward Class RecallGen1S-VAE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Gen1S-VAEBackbone=DINOv2-s, Conditioning=unconditioned, Shot count=10-shot, Novel classes=12026.01 | 74.2 | 63.4 | 68.8 | |
| ProtoNetBackbone=DINOv2-s, Shot count=10-shot, Novel classes=12026.01 | 74.1 | 74.7 | 74.4 | |
| SimpleShotBackbone=DINOv2-s, Shot count=10-shot, Novel classes=12026.01 | 74 | 76.2 | 75.1 | |
| SLDABackbone=DINOv2-s, Shot count=10-shot, Novel classes=12026.01 | 73.9 | 60.3 | 67.1 | |
| Gen1S-VAEBackbone=DINOv2-s, Conditioning=conditioned, Shot count=10-shot, Novel classes=12026.01 | 73.7 | 80.2 | 77 | |
| SLDABackbone=ResNet18, Shots=10-shot, Novel Classes=402026.01 | 73.6 | 51.1 | 62.4 | |
| ProtoNetBackbone=ResNet18, Shots=10-shot, Novel Classes=402026.01 | 73.4 | 59.8 | 66.6 | |
| Gen1S-VAEBackbone=ResNet18, Shots=10-shot, Novel Classes=40, Conditioning=Unconditioned2026.01 | 73.4 | 59.7 | 66.6 | |
| SimpleShotBackbone=ResNet18, Shots=10-shot, Novel Classes=402026.01 | 73.3 | 59.7 | 66.5 | |
| RelationNetBackbone=DINOv2-s, Shot count=10-shot, Novel classes=12026.01 | 73.1 | 58.2 | 65.6 | |
| Gen1S-DiffusionBackbone=DINOv2-s, Conditioning=conditioned, Shot count=10-shot, Novel classes=12026.01 | 73 | 71.3 | 72.2 | |
| SLDA-fixed-ΣBackbone=DINOv2-s, Shot count=10-shot, Novel classes=12026.01 | 72.4 | 55.7 | 64.1 | |
| RelationNetBackbone=ResNet18, Shots=10-shot, Novel Classes=402026.01 | 72.1 | 47.6 | 59.8 | |
| Gen1S-VAEBackbone=ResNet18, Shots=10-shot, Novel Classes=40, Conditioning=Conditioned2026.01 | 71.6 | 58.2 | 64.9 | |
| Gen1S-DiffusionBackbone=ResNet18, Shots=10-shot, Novel Classes=40, Conditioning=Conditioned2026.01 | 71.6 | 59.6 | 65.6 | |
| OrCoBackbone=DINOv2-s, Shot count=10-shot, Novel classes=12026.01 | 71.6 | 69.3 | 70.4 | |
| SLDA-fixed-ΣBackbone=ResNet18, Shots=10-shot, Novel Classes=402026.01 | 71.5 | 48.7 | 60.1 | |
| OrCoBackbone=ResNet18, Shots=10-shot, Novel Classes=402026.01 | 70.9 | 55.7 | 63.3 | |
| FACTBackbone=DINOv2-s, Shot count=10-shot, Novel classes=12026.01 | 70.6 | 63.1 | 66.8 | |
| SAVCBackbone=DINOv2-s, Shot count=10-shot, Novel classes=12026.01 | 70.5 | 67.8 | 69.2 | |
| FACTBackbone=ResNet18, Shots=10-shot, Novel Classes=402026.01 | 68.8 | 51.1 | 60 | |
| SAVCBackbone=ResNet18, Shots=10-shot, Novel Classes=402026.01 | 68.8 | 51.2 | 60 | |
| Gen1S-DiffusionBackbone=DINOv2-s, Conditioning=unconditioned, Shot count=10-shot, Novel classes=12026.01 | 67.6 | 56.1 | 61.8 | |
| Gen1S-DiffusionBackbone=ResNet18, Shots=10-shot, Novel Classes=40, Conditioning=Unconditioned2026.01 | 66.6 | 48.9 | 57.8 | |
| LIMITBackbone=DINOv2-s, Shot count=10-shot, Novel classes=12026.01 | 58.8 | 61.5 | 60.2 | |
| LIMITBackbone=ResNet18, Shots=10-shot, Novel Classes=402026.01 | 57.7 | 44.9 | 51.3 |