Class Incremental Learning on CIFAR100-B0 5 steps (non-rehearsal)
80.4Average MetricJoint
Evaluation results
| Method | Links | ||
|---|---|---|---|
| JointProtocol=Rehearsal-based, Backbone=ResNet-182025.03 | 80.4 | — | |
| VBM-TCILProtocol=Rehearsal-based, Backbone=ResNet-182025.03 | 79.23 | 71.23 | |
| VBM-DERProtocol=Rehearsal-based, Backbone=ResNet-182025.03 | 78.6 | 70.6 | |
| TCILProtocol=Rehearsal-based, Backbone=ResNet-182025.03 | 77.33 | 69.48 | |
| DERProtocol=Rehearsal-based, Backbone=ResNet-182025.03 | 76.77 | 68.06 | |
| DyToxProtocol=Rehearsal-based, Backbone=ResNet-182025.03 | 73.66 | 60.67 | |
| BiCProtocol=Rehearsal-based, Backbone=ResNet-182025.03 | 73.1 | 62.1 | |
| WAProtocol=Rehearsal-based, Backbone=ResNet-182025.03 | 72.81 | 60.84 | |
| iCaRLProtocol=Rehearsal-based, Backbone=ResNet-182025.03 | 71.14 | 59.71 | |
| UCIRProtocol=Rehearsal-based, Backbone=ResNet-182025.03 | 62.77 | 47.31 | |
| TCIL#Paras=34.3, Setting=non-rehearsal2022.12 | 0.6392 | 0.5308 | |
| TCIL-Lite#Paras=8.3, Setting=non-rehearsal2022.12 | 0.6372 | 0.5182 | |
| LwM#Paras=11.2, Setting=non-rehearsal2022.12 | 0.6367 | 0.4936 | |
| WA#Paras=11.2, Setting=non-rehearsal2022.12 | 0.5914 | 0.3061 | |
| LwF-MC#Paras=11.2, Setting=non-rehearsal2022.12 | 0.5474 | 0.3542 | |
| DER#Paras=33.6, Setting=non-rehearsal2022.12 | 0.3993 | 0.1731 | |
| BiC#Paras=11.2, Setting=non-rehearsal2022.12 | 0.3931 | 0.167 | |
| Finetuning#Paras=11.2, Setting=non-rehearsal2022.12 | 0.3289 | 0.1142 |