Open-Domain Continual Learning on ODCL CIL
70.4Transfer ScoreDPW (Ours)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DPW (Ours)Extra data=×, Params.=30.8 M, variant=default2026.04 | 70.4 | 78.6 | 86.6 | 78.5 | |
| DPW (Ours†)Extra data=×, Params.=4.6 M, variant=parameter-efficient2026.04 | 70 | 77.9 | 85.8 | 77.9 | |
| MoE-AdapterExtra data=×, Params.=59.6 M2026.04 | 69.1 | 66.2 | 66.9 | 67.4 | |
| DPeCLIP2026.04 | 69.1 | 76.1 | 84.6 | 76.6 | |
| CoLeCLIP2026.04 | 68.8 | 73.7 | 79.7 | 74.1 | |
| ZSCLExtra data=✓, Params.=149.6 M2026.04 | 68 | 71.8 | 77.6 | 72.5 |