Continual Learning on S-CIFAR-10 (last)
0.9831TIL Last Top-1 AccJoint
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| JointBackbone=ResNet-18, Buffer size=All training samples2025.03 | 0.9831 | 0.922 | 0.9526 | |
| VBM-DER++Backbone=ResNet-18, Buffer size=51202025.03 | 0.9707 | 0.8662 | 0.9185 | |
| VBM-ERBackbone=ResNet-18, Buffer size=51202025.03 | 0.9702 | 0.7929 | 0.8816 | |
| ERBackbone=ResNet-18, Buffer size=51202025.03 | 0.9686 | 0.7423 | 0.8555 | |
| DER++Backbone=ResNet-18, Buffer size=51202025.03 | 0.9624 | 0.8542 | 0.9083 | |
| VBM-iCaRLBackbone=ResNet-18, Buffer size=51202025.03 | 0.9609 | 0.794 | 0.8775 | |
| iCaRLBackbone=ResNet-18, Buffer size=51202025.03 | 0.9484 | 0.7849 | 0.8667 | |
| VBM-DER++Backbone=ResNet-18, Buffer size=5002025.03 | 0.9481 | 0.7522 | 0.8502 | |
| DERBackbone=ResNet-18, Buffer size=51202025.03 | 0.9446 | 0.8079 | 0.8763 | |
| VBM-DER++Backbone=ResNet-18, Buffer size=2002025.03 | 0.943 | 0.6699 | 0.8065 | |
| VBM-ERBackbone=ResNet-18, Buffer size=5002025.03 | 0.942 | 0.6339 | 0.788 | |
| ERBackbone=ResNet-18, Buffer size=5002025.03 | 0.9415 | 0.5637 | 0.7526 | |
| VBM-ERBackbone=ResNet-18, Buffer size=2002025.03 | 0.9358 | 0.5256 | 0.7307 | |
| DER++Backbone=ResNet-18, Buffer size=5002025.03 | 0.9349 | 0.6994 | 0.8172 | |
| VBM-iCaRLBackbone=ResNet-18, Buffer size=5002025.03 | 0.931 | 0.6897 | 0.8104 | |
| VBM-iCaRLBackbone=ResNet-18, Buffer size=2002025.03 | 0.9276 | 0.6973 | 0.8125 | |
| DERBackbone=ResNet-18, Buffer size=5002025.03 | 0.9252 | 0.6593 | 0.7923 | |
| ERBackbone=ResNet-18, Buffer size=2002025.03 | 0.9166 | 0.5027 | 0.7097 | |
| DER++Backbone=ResNet-18, Buffer size=2002025.03 | 0.9061 | 0.6167 | 0.7614 | |
| iCaRLBackbone=ResNet-18, Buffer size=2002025.03 | 0.902 | 0.6411 | 0.7716 | |
| DERBackbone=ResNet-18, Buffer size=2002025.03 | 0.8932 | 0.5658 | 0.7295 | |
| iCaRLBackbone=ResNet-18, Buffer size=5002025.03 | 0.8886 | 0.6222 | 0.7554 | |
| VBM-LwFBackbone=ResNet-18, Buffer size=02025.03 | 0.7753 | — | 0.7753 | |
| LwFBackbone=ResNet-18, Buffer size=02025.03 | 0.6198 | — | 0.6198 |