Class-Incremental Learning on S-CIFAR-10
-25.71BWT ScoreiCaRL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| iCaRLMemory size=5002023.10 | -25.71 | — | — | |
| DERMemory size=5002023.10 | -26.74 | — | — | |
| NPCLMemory size=5002023.10 | -27.62 | — | — | |
| iCaRLMemory size=2002023.10 | -28.72 | — | — | |
| ST-NPCLMemory size=5002023.10 | -32.5 | — | — | |
| NPCLMemory size=2002023.10 | -39.11 | — | — | |
| DERMemory size=2002023.10 | -40.76 | — | — | |
| ERMemory size=5002023.10 | -45.35 | — | — | |
| ST-NPCLMemory size=2002023.10 | -46.91 | — | — | |
| ANPMemory size=5002023.10 | -49.18 | — | — | |
| ERMemory size=2002023.10 | -61.24 | — | — | |
| HALMemory size=5002023.10 | -62.21 | — | — | |
| ANPMemory size=2002023.10 | -62.8 | — | — | |
| GSSMemory size=5002023.10 | -62.88 | — | — | |
| HALMemory size=2002023.10 | -69.11 | — | — | |
| GEMMemory size=5002023.10 | -74.31 | — | — | |
| GSSMemory size=2002023.10 | -75.25 | — | — | |
| GEMMemory size=2002023.10 | -82.61 | — | — | |
| FDRMemory size=5002023.10 | -85.62 | — | — | |
| FDRMemory size=2002023.10 | -86.4 | — | — | |
| oEWC2023.10 | -91.64 | — | — | |
| A-GEMMemory size=5002023.10 | -94.01 | — | — | |
| A-GEMMemory size=2002023.10 | -95.73 | — | — | |
| SI2023.10 | -95.78 | — | — | |
| LwF2023.10 | -96.69 | — | — | |
| CLFD-CLS-ERBackbone=ResNet-18, Pre-training=None, Batch size=32, Buffer size=502024.10 | — | 50.13 | — | |
| CLFD-CLS-ERBackbone=ResNet-18, Pre-training=None, Batch size=32, Buffer size=1252024.10 | — | 59.98 | — | |
| CLFD-DER++Backbone=ResNet-18, Pre-training=None, Batch size=32, Buffer size=502024.10 | — | 51.02 | — | |
| CLFD-DER++Backbone=ResNet-18, Pre-training=None, Batch size=32, Buffer size=1252024.10 | — | 58.81 | — | |
| CLFD-ERBackbone=ResNet-18, Pre-training=None, Batch size=32, Buffer size=502024.10 | — | 45.56 | — | |
| CLFD-ERBackbone=ResNet-18, Pre-training=None, Batch size=32, Buffer size=1252024.10 | — | 55.76 | — | |
| CLFD-ER-ACEBackbone=ResNet-18, Pre-training=None, Batch size=32, Buffer size=502024.10 | — | 52.74 | — | |
| CLFD-ER-ACEBackbone=ResNet-18, Pre-training=None, Batch size=32, Buffer size=1252024.10 | — | 58.68 | — | |
| CLS-ERBackbone=ResNet-18, Pre-training=None, Batch size=32, Buffer size=502024.10 | — | 45.91 | — | |
| CLS-ERBackbone=ResNet-18, Pre-training=None, Batch size=32, Buffer size=1252024.10 | — | 53.57 | — | |
| DER++Backbone=ResNet-18, Pre-training=None, Batch size=32, Buffer size=502024.10 | — | 42.15 | — | |
| DER++Backbone=ResNet-18, Pre-training=None, Batch size=32, Buffer size=1252024.10 | — | 53.09 | — | |
| ERBackbone=ResNet-18, Pre-training=None, Batch size=32, Buffer size=502024.10 | — | 29.42 | — | |
| ERBackbone=ResNet-18, Pre-training=None, Batch size=32, Buffer size=1252024.10 | — | 38.49 | — | |
| ER-ACEBackbone=ResNet-18, Pre-training=None, Batch size=32, Buffer size=502024.10 | — | 40.96 | — | |
| ER-ACEBackbone=ResNet-18, Pre-training=None, Batch size=32, Buffer size=1252024.10 | — | 56.12 | — | |
| JOINTBackbone=ResNet-18, Pre-training=None, Batch size=322024.10 | — | 92.2 | — | |
| LwFBackbone=ResNet-18, Pre-training=None, Batch size=322024.10 | — | 19.61 | — | |
| oEWCBackbone=ResNet-18, Pre-training=None, Batch size=322024.10 | — | 19.49 | — | |
| SGDBackbone=ResNet-18, Pre-training=None, Batch size=322024.10 | — | 19.62 | — | |
| SIBackbone=ResNet-18, Pre-training=None, Batch size=322024.10 | — | 19.48 | — |