Wall-clock Training Time on Exemplar-Free Class-Incremental Learning on CIFAR-100 T=20 (test)
2.04Training Time (min)CIRCLE
Evaluation results
| Method | Links | |
|---|---|---|
| CIRCLETotal parameters (M)=11.69M, Learnable parameters (M)=7.04M, Number of tasks (T)=202026.06 | 2.04 | |
| ACILTotal parameters (M)=16.18M, Learnable parameters (M)=11.99M, Number of tasks (T)=202026.06 | 9.27 | |
| FeCAMTotal parameters (M)=11.22M, Learnable parameters (M)=11.22M, Number of tasks (T)=202026.06 | 15.53 | |
| EFC++Total parameters (M)=11.22M, Learnable parameters (M)=11.22M, Number of tasks (T)=202026.06 | 98.39 | |
| AdaGaussTotal parameters (M)=11.20M, Learnable parameters (M)=11.20M, Number of tasks (T)=202026.06 | 119.63 | |
| FeTrILTotal parameters (M)=11.31M, Learnable parameters (M)=11.31M, Number of tasks (T)=202026.06 | 177.62 |