Few-Shot Class-Incremental Learning on CIFAR100 multi-class 5-shot
80.5BCRFACT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FACTBackbone=ResNet18, Novel Classes count=402026.01 | 80.5 | 30.9 | 55.7 | |
| SAVCBackbone=ResNet18, Novel Classes count=402026.01 | 80.5 | 31.1 | 55.8 | |
| FACTBackbone=ResNet18, Shots=10-shot, Novel Classes=402026.01 | 79.4 | 37.8 | 58.6 | |
| SAVCBackbone=ResNet18, Shots=10-shot, Novel Classes=402026.01 | 79.4 | 37.6 | 58.5 | |
| SLDABackbone=ResNet18, Shots=10-shot, Novel Classes=402026.01 | 75.8 | 35.9 | 53.3 | |
| SimpleShotBackbone=ResNet18, Novel Classes count=402026.01 | 75.1 | 36.6 | 55.9 | |
| OrCoBackbone=ResNet18, Novel Classes count=402026.01 | 74.7 | 17.5 | 46.1 | |
| Gen1S-VAEBackbone=ResNet18, Novel Classes count=40, Conditioned=false2026.01 | 74.6 | 36.1 | 55.4 | |
| ProtoNetBackbone=ResNet18, Novel Classes count=402026.01 | 74.4 | 36.5 | 55.4 | |
| OrCoBackbone=ResNet18, Shots=10-shot, Novel Classes=402026.01 | 74.4 | 21.3 | 47.8 | |
| SLDABackbone=ResNet18, Novel Classes count=402026.01 | 74.3 | 16.4 | 45.4 | |
| SLDA-fixed-ΣBackbone=ResNet18, Shots=10-shot, Novel Classes=402026.01 | 74.2 | 34.8 | 54.5 | |
| Gen1S-DiffusionBackbone=ResNet18, Novel Classes count=40, Conditioned=false2026.01 | 73.7 | 32.9 | 53.3 | |
| Gen1S-VAEBackbone=ResNet18, Shots=10-shot, Novel Classes=40, Conditioning=Unconditioned2026.01 | 73.7 | 47.4 | 60.6 | |
| LIMITBackbone=ResNet18, Novel Classes count=402026.01 | 73.6 | 39.7 | 56.6 | |
| SimpleShotBackbone=ResNet18, Shots=10-shot, Novel Classes=402026.01 | 73.6 | 45.8 | 59.7 | |
| ProtoNetBackbone=ResNet18, Shots=10-shot, Novel Classes=402026.01 | 73.4 | 47.5 | 60.4 | |
| SLDA-fixed-ΣBackbone=ResNet18, Novel Classes count=402026.01 | 72.8 | 19.4 | 46.1 | |
| Gen1S-DiffusionBackbone=ResNet18, Shots=10-shot, Novel Classes=40, Conditioning=Unconditioned2026.01 | 72.7 | 44.3 | 58.5 | |
| LIMITBackbone=ResNet18, Shots=10-shot, Novel Classes=402026.01 | 72.5 | 49.9 | 61.2 | |
| Gen1S-DiffusionBackbone=ResNet18, Novel Classes count=40, Conditioned=true2026.01 | 69.4 | 36.6 | 53 | |
| Gen1S-VAEBackbone=ResNet18, Novel Classes count=40, Conditioned=true2026.01 | 69 | 32.9 | 51 | |
| Gen1S-DiffusionBackbone=ResNet18, Shots=10-shot, Novel Classes=40, Conditioning=Conditioned2026.01 | 68.2 | 45.2 | 56.7 | |
| Gen1S-VAEBackbone=ResNet18, Shots=10-shot, Novel Classes=40, Conditioning=Conditioned2026.01 | 68 | 40.8 | 54.4 | |
| RelationNetBackbone=ResNet18, Novel Classes count=402026.01 | 46.1 | 7.4 | 26.8 | |
| RelationNetBackbone=ResNet18, Shots=10-shot, Novel Classes=402026.01 | 45.8 | 8.5 | 27.2 |