Class Incremental Learning on CIFAR100 10 steps B0 (test)
80.41Avg Top-1 AccBound
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Bound#Paras=11.2, Rehearsal Setting=true2022.12 | 80.41 | — | — | — | |
| TCIL#Paras=64.1, Rehearsal Setting=true2022.12 | 77.3 | — | 66.41 | — | |
| DRDNPar.=10.772026.07 | 77.19 | — | 65.4 | -11.2 | |
| TCIL-Lite#Paras=14.5, Rehearsal Setting=true2022.12 | 76.74 | — | 66.66 | — | |
| DKTPar.=11.032026.07 | 75.83 | — | 63.04 | -13.8 | |
| DER#Paras=61.6, Rehearsal Setting=true2022.12 | 75.36 | — | 65.22 | — | |
| DERPar.=112.272026.07 | 75.36 | — | 65.22 | -12.1 | |
| DyTox#Paras=10.7, Rehearsal Setting=true2022.12 | 73.66 | — | 60.67 | — | |
| DyToxPar.=10.732026.07 | 73.66 | — | 60.67 | -14.7 | |
| WA#Paras=11.2, Rehearsal Setting=true2022.12 | 69.46 | — | 53.78 | — | |
| WAPar.=11.222026.07 | 69.46 | — | 53.78 | -18.2 | |
| BiC#Paras=11.2, Rehearsal Setting=true2022.12 | 68.8 | — | 53.54 | — | |
| BiCPar.=11.222026.07 | 68.8 | — | 53.54 | -17.7 | |
| RPSNet#Paras=56.5, Rehearsal Setting=true2022.12 | 68.6 | — | 57.05 | — | |
| iCaRL#Paras=11.2, Rehearsal Setting=true2022.12 | 65.27 | — | 50.74 | — | |
| iCaRLPar.=11.222026.07 | 65.27 | — | 50.74 | -21.3 | |
| UCIR#Paras=11.2, Rehearsal Setting=true2022.12 | 58.66 | — | 43.39 | — | |
| UCIRPar.=11.222026.07 | 58.66 | — | 43.39 | -22.1 | |
| PODNet#Paras=11.2, Rehearsal Setting=true2022.12 | 58.03 | — | 41.05 | — | |
| PODNetPar.=11.222026.07 | 58.03 | — | 41.05 | -22.6 | |
| BiCBackbone=modified 32-layer ResNet, #Paras=0.46M2021.03 | — | 66.15 | — | — | |
| BiC2022.04 | — | 65.08 | — | — | |
| BoundPar.=10.722026.07 | — | — | 81.49 | — | |
| COIL2022.04 | — | 65.48 | — | — | |
| DERBackbone=modified 32-layer ResNet, #Paras=0.52M2021.03 | — | 69.41 | — | — | |
| DERBackbone models=Same number as incremental sessions2022.04 | — | 69.74 | — | — | |
| DER (without pruning)Backbone=modified 32-layer ResNet, #Paras=2.53M2021.03 | — | 71.29 | — | — | |
| FOSTERBackbone models=Single backbone2022.04 | — | 72.9 | — | — | |
| iCaRLBackbone=modified 32-layer ResNet, #Paras=0.46M2021.03 | — | 64.04 | — | — | |
| iCaRL2022.04 | — | 64.42 | — | — | |
| Joint Training (Bound)2022.04 | — | 80.4 | — | — | |
| PODNet2022.04 | — | 55.22 | — | — | |
| WABackbone=modified 32-layer ResNet, #Paras=0.46M2021.03 | — | 67.25 | — | — | |
| WA2022.04 | — | 67.08 | — | — |