Domain Incremental Learning on CDDB-Hard (2-shot)
87.77Average Accuracy (AA*)CVLC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CVLCBackbone=CLIP2026.06 | 87.77 | 82.36 | |
| PGO-BEnBackbone=CLIP2026.06 | 77.78 | 71.84 | |
| L2P*Backbone=CLIP2026.06 | 74.84 | 68.14 | |
| DualPrompt*Backbone=CLIP2026.06 | 72.47 | 65.98 | |
| CODA-PromptBackbone=CLIP2026.06 | 71.23 | 60.87 | |
| LwF*Backbone=CLIP2026.06 | 67.82 | 59.24 | |
| CP-PromptBackbone=CLIP2026.06 | 66.94 | 62.95 | |
| EwC*Backbone=CLIP2026.06 | 65.32 | 55.99 | |
| S-PromptBackbone=CLIP2026.06 | 64.23 | 59.86 | |
| InfLORA*Backbone=CLIP2026.06 | 61.58 | 55.05 | |
| DyToxBackbone=ViT2026.06 | 57.91 | 53.34 |