Multi-class One-Shot Class-Incremental Learning on CUB200 (test)
73.9BCRSLDA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SLDABackbone=ResNet18, Number of novel classes=402026.01 | 73.9 | 0.2 | 37.1 | |
| SLDA-fixed-ΣBackbone=ResNet18, Number of novel classes=402026.01 | 73 | 7.5 | 59.9 | |
| ProtoNetBackbone=ResNet18, Number of novel classes=402026.01 | 72.2 | 20 | 46.1 | |
| Gen1S-DiffusionBackbone=ResNet18, Number of novel classes=402026.01 | 71.9 | 28.7 | 50.3 | |
| OrCoBackbone=ResNet18, Number of novel classes=402026.01 | 71.5 | 15.6 | 43.6 | |
| Gen1S-VAEBackbone=ResNet18, Number of novel classes=402026.01 | 71 | 25.6 | 48.3 | |
| SimpleShotBackbone=ResNet18, Number of novel classes=402026.01 | 70.7 | 21.1 | 45.9 | |
| FACTBackbone=ResNet18, Number of novel classes=402026.01 | 69.5 | 18 | 43.8 | |
| SAVCBackbone=ResNet18, Number of novel classes=402026.01 | 69.4 | 18.4 | 43.9 | |
| RelationNetBackbone=ResNet18, Number of novel classes=402026.01 | 62.4 | 14.6 | 38.5 | |
| LIMITBackbone=ResNet18, Number of novel classes=402026.01 | 58.3 | 10.2 | 34.3 |