Class-Incremental Learning on CIFAR-100 (incremental)
65.42Avg Incremental AccPODNet + DDE
Evaluation Results
| Method | Links | |
|---|---|---|
| PODNet + DDER=20, T=5, Backbone=ResNet-322021.03 | 65.42 | |
| TPCILR=20, T=5, Backbone=ResNet-322021.03 | 65.34 | |
| LUCIR + DDER=20, T=5, Backbone=ResNet-322021.03 | 65.27 | |
| PODNetR=20, T=5, Backbone=ResNet-32, Implementation=Original2021.03 | 64.83 | |
| PODNetR=20, T=5, Backbone=ResNet-32, Implementation=Authors Reproduction2021.03 | 64.7 | |
| LUCIR + DDER=10, T=5, Backbone=ResNet-322021.03 | 64.41 | |
| LUCIRR=20, T=5, Backbone=ResNet-32, Implementation=Authors Reproduction2021.03 | 63.57 | |
| PODNet + DDER=10, T=5, Backbone=ResNet-322021.03 | 63.4 | |
| MnemonicsR=20, T=5, Backbone=ResNet-322021.03 | 63.34 | |
| LUCIRR=20, T=5, Backbone=ResNet-32, Implementation=Original2021.03 | 63.17 | |
| LUCIR + DDER=10, T=10, Backbone=ResNet-322021.03 | 62 | |
| LUCIRR=10, T=5, Backbone=ResNet-322021.03 | 61.68 | |
| PODNet + DDER=5, T=5, Backbone=ResNet-322021.03 | 61.47 | |
| PODNetR=10, T=5, Backbone=ResNet-322021.03 | 61.4 | |
| LUCIR + DDER=5, T=10, Backbone=ResNet-322021.03 | 60.53 | |
| PODNet + DDER=10, T=10, Backbone=ResNet-322021.03 | 60.52 | |
| PODNet + DDER=5, T=10, Backbone=ResNet-322021.03 | 60.08 | |
| LUCIR + DDER=5, T=5, Backbone=ResNet-322021.03 | 59.82 | |
| BiCR=20, T=5, Backbone=ResNet-322021.03 | 59.36 | |
| PODNetR=10, T=10, Backbone=ResNet-322021.03 | 58.92 | |
| LUCIRR=10, T=10, Backbone=ResNet-322021.03 | 58.3 | |
| iCaRLR=20, T=5, Backbone=ResNet-322021.03 | 57.17 | |
| PODNetR=5, T=10, Backbone=ResNet-322021.03 | 55.97 | |
| LUCIRR=5, T=10, Backbone=ResNet-322021.03 | 53.6 | |
| PODNetR=5, T=5, Backbone=ResNet-322021.03 | 53.38 | |
| LUCIRR=5, T=5, Backbone=ResNet-322021.03 | 50.76 |