Few-Shot Class-Incremental Learning on CUB200 multi-class 5-shot
73.9BCRSLDA
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| SLDABackbone=ResNet18, Novel Classes count=402026.01 | 73.9 | 28 | 51 | |
| Gen1S-VAEBackbone=ResNet18, Novel Classes count=40, Conditioned=false2026.01 | 73.6 | 50.4 | 62 | |
| ProtoNetBackbone=ResNet18, Novel Classes count=402026.01 | 73.5 | 49.6 | 61.6 | |
| SLDA-fixed-ΣBackbone=ResNet18, Novel Classes count=402026.01 | 73.2 | 31.3 | 52.3 | |
| SimpleShotBackbone=ResNet18, Novel Classes count=402026.01 | 72.1 | 50.4 | 61.3 | |
| RelationNetBackbone=ResNet18, Novel Classes count=402026.01 | 72 | 41 | 56.5 | |
| Gen1S-VAEBackbone=ResNet18, Novel Classes count=40, Conditioned=true2026.01 | 71.7 | 52.3 | 62 | |
| Gen1S-DiffusionBackbone=ResNet18, Novel Classes count=40, Conditioned=true2026.01 | 71.5 | 52.7 | 62.1 | |
| OrCoBackbone=ResNet18, Novel Classes count=402026.01 | 71.1 | 45.9 | 58.5 | |
| FACTBackbone=ResNet18, Novel Classes count=402026.01 | 69 | 43.4 | 56.2 | |
| SAVCBackbone=ResNet18, Novel Classes count=402026.01 | 69 | 43.7 | 56.4 | |
| Gen1S-DiffusionBackbone=ResNet18, Novel Classes count=40, Conditioned=false2026.01 | 66.9 | 39.4 | 53.2 | |
| LIMITBackbone=ResNet18, Novel Classes count=402026.01 | 57.9 | 34.3 | 46.1 |