Incremental Learning on CIFAR100 20 steps
81.49Final AccuracyResNet18 Joint
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ResNet18 Joint#P=11.222021.11 | 81.49 | — | |
| ResNet18 Joint#P=11.222021.11 | 81.49 | — | |
| Transf. Joint#P=10.722021.11 | 76.12 | — | |
| Transf. Joint#P=10.722021.11 | 76.12 | — | |
| DER+2021.11 | 62.55 | 73.98 | |
| DER+2021.11 | 62.55 | 73.98 | |
| DER w/o P#P=224.552021.11 | 62.48 | 74.09 | |
| DER w/o P#P=224.552021.11 | 62.48 | 74.09 | |
| DyTox+#P=10.742021.11 | 60.03 | 75.04 | |
| DyTox+#P=10.742021.11 | 60.03 | 75.04 | |
| DyTox+ distMem#P=10.74, Memory Type=Distributed2021.11 | 57.43 | 71.62 | |
| DyTox#P=10.742021.11 | 56.32 | 72.27 | |
| DyTox#P=10.742021.11 | 56.32 | 72.27 | |
| DyTox distMem#P=10.74, Memory Type=Distributed2021.11 | 51.47 | 68.86 | |
| WA#P=11.222021.11 | 47.31 | 67.33 | |
| WA#P=11.222021.11 | 47.31 | 67.33 | |
| BiC#P=11.222021.11 | 47.02 | 66.48 | |
| BiC#P=11.222021.11 | 47.02 | 66.48 | |
| iCaRL#P=11.222021.11 | 43.75 | 61.2 | |
| iCaRL#P=11.222021.11 | 43.75 | 61.2 | |
| UCIR#P=11.222021.11 | 40.63 | 58.17 | |
| UCIR#P=11.222021.11 | 40.63 | 58.17 | |
| PODNet#P=11.222021.11 | 35.02 | 53.97 | |
| PODNet#P=11.222021.11 | 35.02 | 53.97 |