Class Incremental Learning on CIFAR100 B50 (test)
79.91Average AccuracyBound
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BoundSteps=10, Average Parameters (M)=11.22021.03 | 79.91 | — | — | |
| BoundSteps=5, Average Parameters (M)=11.22021.03 | 79.89 | — | — | |
| BoundSteps=2, Average Parameters (M)=11.22021.03 | 77.22 | — | — | |
| Ours(w/o P)Steps=2, Average Parameters (M)=22.4, Pruning=false2021.03 | 74.61 | — | — | |
| DERSteps=2 steps, Pruning=false2021.03 | 74.61 | 22.4 | — | |
| OursSteps=2, Average Parameters (M)=3.90, Pruning=true2021.03 | 74.57 | — | — | |
| DERSteps=2 steps, Pruning=true2021.03 | 74.57 | 3.9 | — | |
| Ours(w/o P)Steps=5, Average Parameters (M)=39.2, Pruning=false2021.03 | 73.21 | — | — | |
| DERSteps=5 steps, Pruning=false2021.03 | 73.21 | 39.2 | — | |
| Ours(w/o P)Steps=10, Average Parameters (M)=67.2, Pruning=false2021.03 | 72.81 | — | — | |
| DERSteps=10 steps, Pruning=false2021.03 | 72.81 | 67.2 | — | |
| OursSteps=5, Average Parameters (M)=6.13, Pruning=true2021.03 | 72.6 | — | — | |
| DERSteps=5 steps, Pruning=true2021.03 | 72.6 | 6.13 | — | |
| BiCSteps=2, Average Parameters (M)=11.22021.03 | 72.47 | — | — | |
| BiCSteps=2 steps2021.03 | 72.47 | 11.2 | — | |
| OursSteps=10, Average Parameters (M)=8.79, Pruning=true2021.03 | 72.45 | — | — | |
| DERSteps=10 steps, Pruning=true2021.03 | 72.45 | 8.79 | — | |
| CREATE2025.03 | 72.27 | — | 63.58 | |
| WASteps=2, Average Parameters (M)=11.22021.03 | 71.43 | — | — | |
| WASteps=2 steps2021.03 | 71.43 | 11.2 | — | |
| iCaRLSteps=2, Average Parameters (M)=11.22021.03 | 71.33 | — | — | |
| iCaRLSteps=2 steps2021.03 | 71.33 | 11.2 | — | |
| PODNetSteps=2, Average Parameters (M)=11.22021.03 | 71.3 | — | — | |
| PODNetSteps=2 steps2021.03 | 71.3 | 11.2 | — | |
| BEEF2025.03 | 70.71 | — | 63.51 | |
| DER(w/o P)Steps=2Steps, #Paras=0.92M, Backbone=modified 32-layer ResNet2021.03 | 70.18 | — | — | |
| DERSteps=2Steps, #Paras=0.32M, Backbone=modified 32-layer ResNet2021.03 | 69.52 | — | — | |
| DER(w/o P)Steps=5Steps, #Paras=1.61M, Backbone=modified 32-layer ResNet2021.03 | 68.52 | — | — | |
| DSGD2025.03 | 68.14 | — | 63.53 | |
| Foster2025.03 | 67.94 | — | 60.44 | |
| DERSteps=5Steps, #Paras=0.59M, Backbone=modified 32-layer ResNet2021.03 | 67.6 | — | — | |
| PODNetSteps=5, Average Parameters (M)=11.22021.03 | 67.25 | — | — | |
| PODNetSteps=5 steps2021.03 | 67.25 | 11.2 | — | |
| UCIRSteps=2, Average Parameters (M)=11.22021.03 | 67.21 | — | — | |
| UCIRSteps=2 steps2021.03 | 67.21 | 11.2 | — | |
| DER(w/o P)Steps=10Steps, #Paras=2.76M, Backbone=modified 32-layer ResNet2021.03 | 67.09 | — | — | |
| UCIRSteps=2Steps, #Paras=0.46M, Backbone=modified 32-layer ResNet2021.03 | 66.76 | — | — | |
| BiCSteps=5, Average Parameters (M)=11.22021.03 | 66.62 | — | — | |
| BiCSteps=5 steps2021.03 | 66.62 | 11.2 | — | |
| DERSteps=10Steps, #Paras=0.61M, Backbone=modified 32-layer ResNet2021.03 | 66.36 | — | — | |
| TPCILSteps=5Steps, #Paras=0.46M, Backbone=modified 32-layer ResNet2021.03 | 65.34 | — | — | |
| iCaRLSteps=5, Average Parameters (M)=11.22021.03 | 65.06 | — | — | |
| iCaRLSteps=5 steps2021.03 | 65.06 | 11.2 | — | |
| PODNetSteps=5Steps, #Paras=0.46M, Backbone=modified 32-layer ResNet2021.03 | 64.83 | — | — | |
| DER2025.03 | 64.5 | — | 56.57 | |
| UCIRSteps=5, Average Parameters (M)=11.22021.03 | 64.28 | — | — | |
| UCIRSteps=5 steps2021.03 | 64.28 | 11.2 | — | |
| PODNetSteps=10, Average Parameters (M)=11.22021.03 | 64.04 | — | — | |
| PODNetSteps=10 steps2021.03 | 64.04 | 11.2 | — | |
| PODNetSteps=10Steps, #Paras=0.46M, Backbone=modified 32-layer ResNet2021.03 | 64.03 | — | — | |
| WASteps=5, Average Parameters (M)=11.22021.03 | 64.01 | — | — | |
| WASteps=5 steps2021.03 | 64.01 | 11.2 | — | |
| TPCILSteps=10Steps, #Paras=0.46M, Backbone=modified 32-layer ResNet2021.03 | 63.58 | — | — | |
| UCIRSteps=5Steps, #Paras=0.46M, Backbone=modified 32-layer ResNet2021.03 | 63.42 | — | — | |
| PODNet2025.03 | 62.38 | — | 52.11 | |
| DGR2025.03 | 61.9 | — | 54.7 | |
| BiCSteps=10, Average Parameters (M)=11.22021.03 | 60.25 | — | — | |
| BiCSteps=10 steps2021.03 | 60.25 | 11.2 | — | |
| UCIRSteps=10Steps, #Paras=0.46M, Backbone=modified 32-layer ResNet2021.03 | 60.18 | — | — | |
| UCIRSteps=10, Average Parameters (M)=11.22021.03 | 59.92 | — | — | |
| UCIRSteps=10 steps2021.03 | 59.92 | 11.2 | — | |
| iCaRLSteps=10, Average Parameters (M)=11.22021.03 | 58.59 | — | — | |
| iCaRLSteps=10 steps2021.03 | 58.59 | 11.2 | — | |
| WASteps=10, Average Parameters (M)=11.22021.03 | 57.86 | — | — | |
| WASteps=10 steps2021.03 | 57.86 | 11.2 | — | |
| WA2025.03 | 55.9 | — | 48.01 | |
| iCaRL2025.03 | 53.21 | — | 47.27 |