Continual Learning on CUB-200 2011
2.76Avg Training Time per TaskFly-CL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Fly-CLBackbone=ViT-B/16, Task Sequence=Longer2025.10 | 2.76 | 0.29 | 93.86 | — | |
| F-OALBackbone=ViT-B/16, Task Sequence=Longer2025.10 | 3.65 | 1.1 | 91.48 | — | |
| Fly-CLBackbone=ResNet-502025.10 | 3.9 | 0.44 | 80.25 | — | |
| Fly-CLBackbone=ViT-B/16, Pre-trained=true2025.10 | 4.43 | 0.35 | 93.84 | — | |
| F-OALBackbone=ResNet-502025.10 | 5.19 | 1.69 | 60.84 | — | |
| F-OALBackbone=ViT-B/16, Pre-trained=true2025.10 | 6.24 | 2.04 | 91.13 | — | |
| RanPACBackbone=ViT-B/16, Task Sequence=Longer2025.10 | 20.68 | 18.18 | 92.65 | — | |
| InfLoRABackbone=ViT-B/16, Task Sequence=Longer2025.10 | 27.12 | 19.85 | 75.67 | — | |
| DualpromptBackbone=ViT-B/16, Task Sequence=Longer2025.10 | 27.66 | 20.28 | 77.93 | — | |
| SEMABackbone=ViT-B/16, Task Sequence=Longer2025.10 | 27.98 | 20.52 | 80.82 | — | |
| MoE-AdapterBackbone=ViT-B/16, Task Sequence=Longer2025.10 | 30.25 | 22.82 | 78.62 | — | |
| L2PBackbone=ViT-B/16, Task Sequence=Longer2025.10 | 30.93 | 23.39 | 72.83 | — | |
| MoE-AdapterBackbone=ViT-B/16, Pre-trained=true2025.10 | 37.89 | 22.61 | 79.65 | — | |
| RanPACBackbone=ViT-B/16, Pre-trained=true2025.10 | 37.95 | 33.83 | 92.67 | — | |
| InfLoRABackbone=ViT-B/16, Pre-trained=true2025.10 | 45.31 | 30.97 | 80.65 | — | |
| DualPromptBackbone=ViT-B/16, Pre-trained=true2025.10 | 46.28 | 31.64 | 79.89 | — | |
| SEMABackbone=ViT-B/16, Pre-trained=true2025.10 | 48.21 | 32.96 | 84.31 | — | |
| L2PBackbone=ViT-B/16, Pre-trained=true2025.10 | 52.02 | 37.03 | 77.48 | — | |
| RanPACBackbone=ResNet-502025.10 | 58.74 | 54.35 | 78.72 | — | |
| EASEBackbone=ViT-B/16, Task Sequence=Longer2025.10 | 83.38 | 75.05 | 91.47 | — | |
| EASEBackbone=ViT-B/16, Pre-trained=true2025.10 | 138.78 | 122.48 | 89.56 | — | |
| DualPromptBackbone=ViT-B/162025.10 | — | — | — | 13.6 | |
| EASEBackbone=ViT-B/162025.10 | — | — | — | 12.2 | |
| F-OALBackbone=ViT-B/162025.10 | — | — | — | 4.9 | |
| Fly-CLBackbone=ViT-B/162025.10 | — | — | — | 4.6 | |
| InfLoRABackbone=ViT-B/162025.10 | — | — | — | 14.1 | |
| L2PBackbone=ViT-B/162025.10 | — | — | — | 16.4 | |
| MoE-AdapterBackbone=ViT-B/162025.10 | — | — | — | 20.2 | |
| RanPACBackbone=ViT-B/162025.10 | — | — | — | 12.2 | |
| SEMABackbone=ViT-B/162025.10 | — | — | — | 12.9 |