Online Continual Learning on CIFAR-10
78.31Average AUCEARL
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| EARLSetup=Disjoint2024.04 | 78.31 | 65.71 | — | |
| X-DERSetup=Disjoint2024.04 | 77.59 | 65.4 | — | |
| ERSetup=Disjoint2024.04 | 75.94 | 63.56 | — | |
| ER-MIRSetup=Disjoint2024.04 | 75.89 | 61.93 | — | |
| SCRSetup=Disjoint2024.04 | 75.61 | 56.52 | — | |
| EWCSetup=Disjoint2024.04 | 75.25 | 60.8 | — | |
| ODDLSetup=Disjoint2024.04 | 75.03 | 61.61 | — | |
| DER++Setup=Disjoint2024.04 | 74.78 | 59.2 | — | |
| MEMOSetup=Disjoint2024.04 | 73.21 | 62.47 | — | |
| REMINDSetup=Disjoint2024.04 | 69.55 | 53.34 | — | |
| EARLSetup=Gaussian-Scheduled2024.04 | 69.52 | 70.41 | — | |
| ODDLSetup=Gaussian-Scheduled2024.04 | 65.46 | 66.19 | — | |
| SCRSetup=Gaussian-Scheduled2024.04 | 60.62 | 58.41 | — | |
| ER-MIRSetup=Gaussian-Scheduled2024.04 | 60.39 | 61.64 | — | |
| ERSetup=Gaussian-Scheduled2024.04 | 60.13 | 64.81 | — | |
| EWCSetup=Gaussian-Scheduled2024.04 | 59.62 | 64.24 | — | |
| DER++Setup=Gaussian-Scheduled2024.04 | 59.44 | 66.11 | — | |
| MEMOSetup=Gaussian-Scheduled2024.04 | 59.26 | 62.01 | — | |
| X-DERSetup=Gaussian-Scheduled2024.04 | 58.28 | 59.76 | — | |
| REMINDSetup=Gaussian-Scheduled2024.04 | 58.01 | 59.27 | — | |
| Best (PEC)Setup=PEC [76]2024.02 | — | — | 58.9 | |
| JointProtocol=One Pass2024.02 | — | — | 74.2 | |
| RanDumbSetup=PEC [76]2024.02 | — | — | 55.6 | |
| VAE-GCRepresentation=Learned2024.02 | — | — | 42.7 |