Class Incremental Learning on S-CIFAR-100 (10 Steps)
80.41Avg Top-1 AccJoint
Evaluation results
| Method | Links | ||
|---|---|---|---|
| JointProtocol=Rehearsal-based, Backbone=ResNet-182025.03 | 80.41 | — | |
| JointBackbone=ResNet-18, Protocol=Non-rehearsal CIL2025.03 | 80.41 | — | |
| VBM-DERProtocol=Rehearsal-based, Backbone=ResNet-182025.03 | 78.12 | 67.04 | |
| VBM-TCILProtocol=Rehearsal-based, Backbone=ResNet-182025.03 | 78.02 | 68.14 | |
| TCILProtocol=Rehearsal-based, Backbone=ResNet-182025.03 | 76.33 | 65.66 | |
| DERProtocol=Rehearsal-based, Backbone=ResNet-182025.03 | 75.72 | 64.32 | |
| DyToxProtocol=Rehearsal-based, Backbone=ResNet-182025.03 | 72.27 | 56.32 | |
| WAProtocol=Rehearsal-based, Backbone=ResNet-182025.03 | 69.46 | 53.78 | |
| BiCProtocol=Rehearsal-based, Backbone=ResNet-182025.03 | 68.8 | 53.54 | |
| iCaRLProtocol=Rehearsal-based, Backbone=ResNet-182025.03 | 65.27 | 50.74 | |
| VBM-TCILBackbone=ResNet-18, Protocol=Non-rehearsal CIL2025.03 | 61.12 | 45.92 | |
| UCIRProtocol=Rehearsal-based, Backbone=ResNet-182025.03 | 58.66 | 43.39 | |
| TCILBackbone=ResNet-18, Protocol=Non-rehearsal CIL2025.03 | 56.84 | 40.31 | |
| WABackbone=ResNet-18, Protocol=Non-rehearsal CIL2025.03 | 45.68 | 26.14 | |
| BiCBackbone=ResNet-18, Protocol=Non-rehearsal CIL2025.03 | 45.08 | 24.42 | |
| VBM-DERBackbone=ResNet-18, Protocol=Non-rehearsal CIL2025.03 | 26.95 | 8.9 | |
| DERBackbone=ResNet-18, Protocol=Non-rehearsal CIL2025.03 | 26.67 | 8.71 | |
| LwMBackbone=ResNet-18, Protocol=Non-rehearsal CIL2025.03 | 25.47 | 8.57 | |
| LwF-MCBackbone=ResNet-18, Protocol=Non-rehearsal CIL2025.03 | 20.71 | 6.36 |