Class-incremental image classification on CUB-200
10.7ForgettingEFC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| EFCT (Number of tasks)=10, Backbone=ResNet-18, Batch size=256, Training Initialization=ImageNet-pretrained2026.06 | 10.7 | — | |
| SDCT (Number of tasks)=10, Backbone=ResNet-18, Batch size=256, Training Initialization=ImageNet-pretrained2026.06 | 10.9 | — | |
| BiCycT (Number of tasks)=10, Backbone=ResNet-18, Batch size=256, Training Initialization=ImageNet-pretrained2026.06 | 11.3 | — | |
| AdaGaussT (Number of tasks)=10, Backbone=ResNet-18, Batch size=256, Training Initialization=ImageNet-pretrained2026.06 | 11.6 | — | |
| ADCT (Number of tasks)=10, Backbone=ResNet-18, Batch size=256, Training Initialization=ImageNet-pretrained2026.06 | 12.8 | — | |
| LDCT (Number of tasks)=10, Backbone=ResNet-18, Batch size=256, Training Initialization=ImageNet-pretrained2026.06 | 13.6 | — | |
| EFCT (Number of tasks)=20, Backbone=ResNet-18, Batch size=256, Training Initialization=ImageNet-pretrained2026.06 | 14.8 | — | |
| LwFT (Number of tasks)=10, Backbone=ResNet-18, Batch size=256, Training Initialization=ImageNet-pretrained2026.06 | 16.5 | — | |
| AdaGaussT (Number of tasks)=20, Backbone=ResNet-18, Batch size=256, Training Initialization=ImageNet-pretrained2026.06 | 16.9 | — | |
| SDCT (Number of tasks)=20, Backbone=ResNet-18, Batch size=256, Training Initialization=ImageNet-pretrained2026.06 | 17.3 | — | |
| BiCycT (Number of tasks)=20, Backbone=ResNet-18, Batch size=256, Training Initialization=ImageNet-pretrained2026.06 | 17.5 | — | |
| RaPOTraining Protocol=Continual Learning, Number of Tasks=102026.05 | 19.1 | 45.15 | |
| ADCT (Number of tasks)=20, Backbone=ResNet-18, Batch size=256, Training Initialization=ImageNet-pretrained2026.06 | 21.3 | — | |
| LwFT (Number of tasks)=20, Backbone=ResNet-18, Batch size=256, Training Initialization=ImageNet-pretrained2026.06 | 21.7 | — | |
| LDCT (Number of tasks)=20, Backbone=ResNet-18, Batch size=256, Training Initialization=ImageNet-pretrained2026.06 | 23.9 | — | |
| RaPOTraining Protocol=Continual Learning, Number of Tasks=202026.05 | 25.4 | 37.33 | |
| GRPOTraining Protocol=Continual Learning, Number of Tasks=102026.05 | 45.5 | 28.67 | |
| GRPOTraining Protocol=Continual Learning, Number of Tasks=202026.05 | 47.04 | 24.67 | |
| LwFTraining Protocol=Continual Learning, Number of Tasks=102026.05 | 54.49 | 23.05 | |
| SFTTraining Protocol=Continual Learning, Number of Tasks=102026.05 | 71.29 | 19.09 | |
| L2Training Protocol=Continual Learning, Number of Tasks=102026.05 | 71.56 | 18.39 | |
| L2Training Protocol=Continual Learning, Number of Tasks=202026.05 | 71.72 | 16.7 | |
| EWCTraining Protocol=Continual Learning, Number of Tasks=102026.05 | 71.73 | 18.4 | |
| LwFTraining Protocol=Continual Learning, Number of Tasks=202026.05 | 71.8 | 12.28 | |
| SFTTraining Protocol=Continual Learning, Number of Tasks=202026.05 | 72.46 | 15.78 | |
| EWCTraining Protocol=Continual Learning, Number of Tasks=202026.05 | 74.38 | 14.15 | |
| GRPOTraining Protocol=Joint Training2026.05 | — | 52.16 | |
| SFTTraining Protocol=Joint Training2026.05 | — | 48.79 |