Continual Learning on Stanford Cars
2.9Average ForgettingTRM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TRMNumber of Tasks=5, Method Category=Ours2026.05 | 2.9 | — | |
| CLG-CBMNumber of Tasks=5, Method Category=PEFT2026.05 | 3.8 | — | |
| CODAPromptNumber of Tasks=5, Method Category=PEFT2026.05 | 4.5 | — | |
| TRMNumber of Tasks=10, Method Category=Ours2026.05 | 4.6 | — | |
| DualPromptNumber of Tasks=5, Method Category=PEFT2026.05 | 4.9 | — | |
| L2PNumber of Tasks=5, Method Category=PEFT2026.05 | 5.2 | — | |
| CLG-CBMNumber of Tasks=10, Method Category=PEFT2026.05 | 5.2 | — | |
| CODAPromptNumber of Tasks=10, Method Category=PEFT2026.05 | 5.8 | — | |
| TRMNumber of Tasks=20, Method Category=Ours2026.05 | 6 | — | |
| DualPromptNumber of Tasks=10, Method Category=PEFT2026.05 | 6.1 | — | |
| MagMaxNumber of Tasks=5, Method Category=Model Merging2026.05 | 6.1 | — | |
| L2PNumber of Tasks=10, Method Category=PEFT2026.05 | 6.4 | — | |
| TIESNumber of Tasks=5, Method Category=Model Merging2026.05 | 6.5 | — | |
| CLG-CBMNumber of Tasks=20, Method Category=PEFT2026.05 | 6.8 | — | |
| CODAPromptNumber of Tasks=20, Method Category=PEFT2026.05 | 7.1 | — | |
| Model StockNumber of Tasks=5, Method Category=Model Merging2026.05 | 7.2 | — | |
| DualPromptNumber of Tasks=20, Method Category=PEFT2026.05 | 7.5 | — | |
| MagMaxNumber of Tasks=10, Method Category=Model Merging2026.05 | 7.8 | — | |
| L2PNumber of Tasks=20, Method Category=PEFT2026.05 | 7.9 | — | |
| TIESNumber of Tasks=10, Method Category=Model Merging2026.05 | 8.1 | — | |
| MagMaxNumber of Tasks=20, Method Category=Model Merging2026.05 | 9.2 | — | |
| Model StockNumber of Tasks=10, Method Category=Model Merging2026.05 | 9.5 | — | |
| TIESNumber of Tasks=20, Method Category=Model Merging2026.05 | 9.8 | — | |
| Model StockNumber of Tasks=20, Method Category=Model Merging2026.05 | 11.2 | — | |
| EWCNumber of Tasks=5, Method Category=Conv.2026.05 | 12.8 | — | |
| LwFNumber of Tasks=5, Method Category=Conv.2026.05 | 16.2 | — | |
| EWCNumber of Tasks=10, Method Category=Conv.2026.05 | 18.3 | — | |
| LwFNumber of Tasks=10, Method Category=Conv.2026.05 | 20.5 | — | |
| EWCNumber of Tasks=20, Method Category=Conv.2026.05 | 23.6 | — | |
| LwFNumber of Tasks=20, Method Category=Conv.2026.05 | 25.4 | — | |
| JointBackbone=ViT-B16, Pre-training=ImageNet21K, Evaluation Protocol=Offline, Initial Classes=2, New Classes per Task=12024.02 | — | 86.9 | |
| RanDumbBackbone=ViT-B16, Pre-training=ImageNet21K, Evaluation Protocol=Offline, Initial Classes=2, New Classes per Task=12024.02 | — | 67.1 | |
| RanPAC-impBackbone=ViT-B16, Pre-training=ImageNet21K, Evaluation Protocol=Offline, Initial Classes=2, New Classes per Task=12024.02 | — | 57.3 | |
| SLCABackbone=ViT-B16, Pre-training=ImageNet21K, Evaluation Protocol=Offline, Initial Classes=2, New Classes per Task=12024.02 | — | 18.2 |