Multi-class One-Shot Class-Incremental Learning on CIFAR100 (test)
82.8BCRFACT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FACTBackbone=ResNet18, Number of novel classes=402026.01 | 82.8 | 13.3 | 48.1 | |
| SAVCBackbone=ResNet18, Number of novel classes=402026.01 | 82.7 | 12.8 | 47.8 | |
| SLDABackbone=ResNet18, Number of novel classes=402026.01 | 75.8 | 0.4 | 38.1 | |
| OrCoBackbone=ResNet18, Number of novel classes=402026.01 | 75.7 | 8.1 | 41.9 | |
| SLDA-fixed-ΣBackbone=ResNet18, Number of novel classes=402026.01 | 75.5 | 5.1 | 61.4 | |
| ProtoNetBackbone=ResNet18, Number of novel classes=402026.01 | 75.4 | 12.7 | 44.1 | |
| LIMITBackbone=ResNet18, Number of novel classes=402026.01 | 75.2 | 15.1 | 45.2 | |
| SimpleShotBackbone=ResNet18, Number of novel classes=402026.01 | 72.9 | 13.1 | 43 | |
| Gen1S-DiffusionBackbone=ResNet18, Number of novel classes=402026.01 | 71.4 | 16 | 43.7 | |
| RelationNetBackbone=ResNet18, Number of novel classes=402026.01 | 71 | 15.6 | 43.3 | |
| Gen1S-VAEBackbone=ResNet18, Number of novel classes=402026.01 | 71 | 15.7 | 43.4 |