Class-Incremental Learning on CIFAR-100 20 tasks (test)
69.9Average NoveltyUpper Bound
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Upper BoundReplay Data=None2021.06 | 69.9 | 100 | — | |
| Upper BoundReplay Data=None2021.06 | 69.9 | 100 | — | |
| Upper BoundReplay Data=None2021.06 | 69.9 | 100 | — | |
| TagFex + OursNumber of tasks=20, Replay buffer size=20 exemplars per class2026.03 | 62.34 | — | 54.7 | |
| DER + OursNumber of tasks=20, Replay buffer size=20 exemplars per class2026.03 | 60.34 | — | 53.49 | |
| TagFexNumber of tasks=20, Replay buffer size=20 exemplars per class2026.03 | 59.55 | — | 51.48 | |
| iCaRL + OursNumber of tasks=20, Replay buffer size=20 exemplars per class2026.03 | 58.68 | — | 44.79 | |
| FOSTER + OursNumber of tasks=20, Replay buffer size=20 exemplars per class2026.03 | 58.21 | — | 49.28 | |
| MEMO + OursNumber of tasks=20, Replay buffer size=20 exemplars per class2026.03 | 58.04 | — | 49.86 | |
| DERNumber of tasks=20, Replay buffer size=20 exemplars per class2026.03 | 57.47 | — | 50.34 | |
| FOSTERNumber of tasks=20, Replay buffer size=20 exemplars per class2026.03 | 56.99 | — | 47.34 | |
| MEMONumber of tasks=20, Replay buffer size=20 exemplars per class2026.03 | 56.98 | — | 48.93 | |
| iCaRLNumber of tasks=20, Replay buffer size=20 exemplars per class2026.03 | 55.98 | — | 43.2 | |
| BiCReplay Data=Coreset2021.06 | 37.5 | 71.7 | — | |
| Always Be DreamingReplay Data=Synthetic2021.06 | 20 | 52.5 | — | |
| Always Be DreamingReplay Data=Synthetic2021.06 | 20 | 52.5 | — | |
| Always Be DreamingReplay Data=Synthetic2021.06 | 20 | 52.5 | — | |
| LwFReplay Data=Coreset2021.06 | 16.6 | 54.2 | — | |
| Naive RehearsalReplay Data=Coreset2021.06 | 14.9 | 51.4 | — | |
| LwF.MCReplay Data=None2021.06 | 7.7 | 29.3 | — | |
| DeepInversionReplay Data=Synthetic2021.06 | 5.7 | 23.6 | — | |
| DeepInversionReplay Data=Synthetic2021.06 | 5.7 | 23.6 | — | |
| LwFReplay Data=None2021.06 | 4.7 | 20.1 | — | |
| LwFReplay Data=Synthetic2021.06 | 4.7 | 19.7 | — | |
| LwFReplay Data=None2021.06 | 4.7 | 20.1 | — | |
| LwFReplay Data=Synthetic2021.06 | 4.7 | 19.7 | — | |
| BaseReplay Data=None2021.06 | 4.4 | 19.7 | — | |
| BaseReplay Data=None2021.06 | 4.4 | 19.7 | — | |
| DGRReplay Data=Generator2021.06 | 4.1 | 19 | — | |
| DGRReplay Data=Generator2021.06 | 4.1 | 19 | — |