Class-Incremental Learning on CUB-200
54.1Last Accuracy (Alast)Ours
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OursT (Number of tasks)=10, Backbone=ResNet-182026.06 | 54.1 | 65.7 | |
| BiCycT=102026.06 | 53.7 | 64 | |
| AdaGaussT=102026.06 | 52.9 | 63.4 | |
| EFCT=102026.06 | 51 | 63.3 | |
| EFCT (Number of tasks)=10, Backbone=ResNet-182026.06 | 51 | 63.3 | |
| SDCT=102026.06 | 50.3 | 60.5 | |
| SDCT (Number of tasks)=10, Backbone=ResNet-182026.06 | 50.3 | 60.5 | |
| ADCT=102026.06 | 49.5 | 58.8 | |
| ADCT (Number of tasks)=10, Backbone=ResNet-182026.06 | 49.5 | 58.8 | |
| OursT (Number of tasks)=20, Backbone=ResNet-182026.06 | 48.1 | 61 | |
| LDCT=102026.06 | 47.5 | 55.7 | |
| LDCT (Number of tasks)=10, Backbone=ResNet-182026.06 | 47.5 | 55.7 | |
| EFCT=202026.06 | 46.1 | 59.3 | |
| EFCT (Number of tasks)=20, Backbone=ResNet-182026.06 | 46.1 | 59.3 | |
| AdaGaussT=202026.06 | 45 | 57 | |
| BiCycT=202026.06 | 43.7 | 55.9 | |
| FeCAMT=102026.06 | 40.2 | 54.9 | |
| FeCAMT (Number of tasks)=10, Backbone=ResNet-182026.06 | 40.2 | 54.9 | |
| FeTrILT=102026.06 | 36.9 | 48.2 | |
| FeTrILT (Number of tasks)=10, Backbone=ResNet-182026.06 | 36.9 | 48.2 | |
| FeCAMT=202026.06 | 36.2 | 48.9 | |
| FeCAMT (Number of tasks)=20, Backbone=ResNet-182026.06 | 36.2 | 48.9 | |
| ADCT=202026.06 | 35.4 | 48.3 | |
| ADCT (Number of tasks)=20, Backbone=ResNet-182026.06 | 35.4 | 48.3 | |
| FeTrILT=202026.06 | 34.6 | 45.3 | |
| FeTrILT (Number of tasks)=20, Backbone=ResNet-182026.06 | 34.6 | 45.3 | |
| LwFT=102026.06 | 30.4 | 46.1 | |
| LwFT (Number of tasks)=10, Backbone=ResNet-182026.06 | 30.4 | 46.1 | |
| SDCT=202026.06 | 27.9 | 40.1 | |
| SDCT (Number of tasks)=20, Backbone=ResNet-182026.06 | 27.9 | 40.1 | |
| LDCT=202026.06 | 27.2 | 39.8 | |
| LDCT (Number of tasks)=20, Backbone=ResNet-182026.06 | 27.2 | 39.8 | |
| PASST=102026.06 | 27 | 42.3 | |
| PASST (Number of tasks)=10, Backbone=ResNet-182026.06 | 27 | 42.3 | |
| LwFT=202026.06 | 19.4 | 34.7 | |
| LwFT (Number of tasks)=20, Backbone=ResNet-182026.06 | 19.4 | 34.7 | |
| PASST=202026.06 | 18.1 | 36.9 | |
| PASST (Number of tasks)=20, Backbone=ResNet-182026.06 | 18.1 | 36.9 | |
| EWCT=102026.06 | 15.8 | 32.6 | |
| EWCT (Number of tasks)=10, Backbone=ResNet-182026.06 | 15.8 | 32.6 | |
| EWCT=202026.06 | 12.3 | 27.2 | |
| EWCT (Number of tasks)=20, Backbone=ResNet-182026.06 | 12.3 | 27.2 |