Domain Incremental Learning on CDDB-Hard 4-shot
88.64AA*CVLC
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CVLCBackbone=CLIP2026.06 | 88.64 | 82.78 | |
| PGO-BEnBackbone=CLIP2026.06 | 83.69 | 76.79 | |
| EwC*Backbone=CLIP2026.06 | 78.1 | 70.63 | |
| DualPrompt*Backbone=CLIP2026.06 | 73.75 | 67.44 | |
| L2P*Backbone=CLIP2026.06 | 73.24 | 65.52 | |
| LwF*Backbone=CLIP2026.06 | 71.31 | 61.26 | |
| CODA-PromptBackbone=CLIP2026.06 | 70.33 | 60.79 | |
| InfLORA*Backbone=CLIP2026.06 | 68.66 | 58 | |
| CP-PromptBackbone=CLIP2026.06 | 66.73 | 61.48 | |
| S-PromptBackbone=CLIP2026.06 | 65.59 | 61.2 | |
| DyToxBackbone=ViT2026.06 | 55.82 | 51.59 |