Few-Shot Domain Incremental Learning on DomainNet
75.51AA*PGO-BEn
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PGO-BEnBackbone=CLIP, Shots=8-shot2026.06 | 75.51 | 66.93 | |
| CVLCBackbone=CLIP, Shots=8-shot2026.06 | 75.11 | 66.35 | |
| PGO-BEnBackbone=CLIP, Shots=4-shot2026.06 | 74.93 | 64.48 | |
| CVLCBackbone=CLIP, Shots=4-shot2026.06 | 74.78 | 65.78 | |
| CODA-PromptBackbone=CLIP, Shots=8-shot2026.06 | 74.47 | 64.24 | |
| DualPrompt*Backbone=CLIP, Shots=8-shot2026.06 | 74.44 | 64.58 | |
| PGO-BEnBackbone=CLIP, Shots=2-shot2026.06 | 74.36 | 63.92 | |
| PGO-BEnBackbone=CLIP, Shots=1-shot2026.06 | 74.27 | 63.76 | |
| CVLCBackbone=CLIP, Shots=2-shot2026.06 | 74.19 | 65.06 | |
| CODA-PromptBackbone=CLIP, Shots=4-shot2026.06 | 73.87 | 63.66 | |
| DualPrompt*Backbone=CLIP, Shots=4-shot2026.06 | 73.81 | 64 | |
| CVLCBackbone=CLIP, Shots=1-shot2026.06 | 73.75 | 63.95 | |
| CODA-PromptBackbone=CLIP, Shots=2-shot2026.06 | 73.22 | 63.1 | |
| DualPrompt*Backbone=CLIP, Shots=2-shot2026.06 | 73.1 | 63.18 | |
| CP-PromptBackbone=CLIP, Shots=4-shot2026.06 | 72.52 | 61.82 | |
| DualPrompt*Backbone=CLIP, Shots=1-shot2026.06 | 72.5 | 62.25 | |
| CODA-PromptBackbone=CLIP, Shots=1-shot2026.06 | 72.43 | 62.38 | |
| InfLORA*Backbone=CLIP, Shots=1-shot2026.06 | 72.39 | 61.79 | |
| LwF*Backbone=CLIP, Shots=2-shot2026.06 | 72.26 | 61.26 | |
| LwF*Backbone=CLIP, Shots=1-shot2026.06 | 72.13 | 61.51 | |
| LwF*Backbone=CLIP, Shots=4-shot2026.06 | 72.08 | 60.47 | |
| InfLORA*Backbone=CLIP, Shots=2-shot2026.06 | 72.05 | 60.9 | |
| InfLORA*Backbone=CLIP, Shots=4-shot2026.06 | 71.83 | 60.04 | |
| LwF*Backbone=CLIP, Shots=8-shot2026.06 | 71.77 | 59.58 | |
| EwC*Backbone=CLIP, Shots=1-shot2026.06 | 71.71 | 60.87 | |
| CP-PromptBackbone=CLIP, Shots=2-shot2026.06 | 71.58 | 60.27 | |
| InfLORA*Backbone=CLIP, Shots=8-shot2026.06 | 71.47 | 58.93 | |
| EwC*Backbone=CLIP, Shots=2-shot2026.06 | 70.99 | 59.04 | |
| S-PromptBackbone=CLIP, Shots=8-shot2026.06 | 70.92 | 59.95 | |
| EwC*Backbone=CLIP, Shots=8-shot2026.06 | 70.57 | 57.67 | |
| EwC*Backbone=CLIP, Shots=4-shot2026.06 | 70.43 | 57.85 | |
| CP-PromptBackbone=CLIP, Shots=1-shot2026.06 | 70.02 | 58.16 | |
| S-PromptBackbone=CLIP, Shots=4-shot2026.06 | 69.85 | 58.6 | |
| L2P*Backbone=CLIP, Shots=8-shot2026.06 | 68.14 | 55.61 | |
| S-PromptBackbone=CLIP, Shots=2-shot2026.06 | 67.52 | 55.81 | |
| L2P*Backbone=CLIP, Shots=4-shot2026.06 | 67.44 | 54.82 | |
| L2P*Backbone=CLIP, Shots=2-shot2026.06 | 67.18 | 54.92 | |
| L2P*Backbone=CLIP, Shots=1-shot2026.06 | 65.58 | 53.1 | |
| S-PromptBackbone=CLIP, Shots=1-shot2026.06 | 62.28 | 50.18 | |
| DyToxBackbone=ViT, Shots=4-shot2026.06 | 35.59 | 22.57 | |
| DyToxBackbone=ViT, Shots=1-shot2026.06 | 29.94 | 18.72 | |
| DyToxBackbone=ViT, Shots=8-shot2026.06 | 29.71 | 18.58 | |
| DyToxBackbone=ViT, Shots=2-shot2026.06 | 29.2 | 18.2 |