Few-Shot Class-Incremental Learning on CUB200 Single-class five-shot 1 novel class
74.2BCRGen1S-VAE
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Gen1S-VAEBackbone=ResNet18, Conditioning=unconditioned2026.01 | 74.2 | 54.3 | 64.3 | |
| ProtoNetBackbone=ResNet182026.01 | 74.1 | 56.2 | 65.2 | |
| SimpleShotBackbone=ResNet182026.01 | 74 | 60.7 | 67.4 | |
| SLDABackbone=ResNet182026.01 | 73.9 | 31.9 | 52.9 | |
| SLDA-fixed-ΣBackbone=ResNet182026.01 | 73.7 | 30.6 | 52.2 | |
| Gen1S-VAEBackbone=ResNet18, Conditioning=conditioned2026.01 | 73.7 | 73.5 | 73.6 | |
| RelationNetBackbone=ResNet182026.01 | 73.1 | 59.7 | 66.4 | |
| Gen1S-DiffusionBackbone=ResNet18, Conditioning=conditioned2026.01 | 73 | 65.4 | 69.2 | |
| OrCoBackbone=ResNet182026.01 | 71.6 | 46.4 | 59 | |
| FACTBackbone=ResNet182026.01 | 70.6 | 57.1 | 63.8 | |
| SAVCBackbone=ResNet182026.01 | 70.6 | 52.3 | 61.4 | |
| Gen1S-DiffusionBackbone=ResNet18, Conditioning=unconditioned2026.01 | 67.6 | 41.2 | 54.4 | |
| LIMITBackbone=ResNet182026.01 | 58.8 | 44.7 | 51.8 |