Class-Incremental Learning on CIFAR-100 T=20 (test)
87.62Final AccuracyRanPAC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| RanPACParams (%)=3.12025.05 | 87.62 | 91.63 | |
| EASEParams (%)=1.42025.05 | 85.71 | 90.96 | |
| CL-LoRAParams (%)=0.32025.05 | 85.32 | 91.02 | |
| APERParams (%)=1.42025.05 | 83.26 | 89.09 | |
| CODA-PromptParams (%)=4.62025.05 | 81.36 | 88.17 | |
| O-LoRAParams (%)=0.42025.05 | 81.26 | 89.63 | |
| InfLoRAParams (%)=0.32025.05 | 80.97 | 88.84 | |
| DualPromptParams (%)=0.52025.05 | 80.44 | 86.96 | |
| LAE w/ LoRAParams (%)=0.82025.05 | 79.67 | 85.17 | |
| L2PParams (%)=0.22025.05 | 79.51 | 85.5 | |
| MORENumber of tasks=202024.11 | 70.09 | 80.91 | |
| MBN-OODNumber of tasks=202024.11 | 69.81 | 81.12 | |
| VBM-TCILNumber of tasks=202024.11 | 67.16 | 76.83 | |
| DRCNumber of tasks=202024.11 | 66.79 | 79.74 | |
| CREATENumber of tasks=202024.11 | 60.4 | 72.36 | |
| DER++Number of tasks=202024.11 | 60.21 | 77.1 | |
| DSGDNumber of tasks=202024.11 | 58.49 | 70.96 | |
| BEEFNumber of tasks=202024.11 | 57.16 | 70.26 | |
| UCIRNumber of tasks=202024.11 | 55.65 | 73.95 | |
| iCaRLNumber of tasks=202024.11 | 49.87 | 71.27 | |
| DytoxNumber of tasks=202024.11 | 47.6 | 67.58 | |
| WANumber of tasks=202024.11 | 47.18 | 67.94 | |
| PODNetNumber of tasks=202024.11 | 45.12 | 62.72 | |
| HILANDNumber of tasks=202024.11 | 44.83 | 57.97 | |
| DynaERNumber of tasks=202024.11 | 42.65 | 67.74 |