Low-Shot Open-Set Domain Generalization on VLCS 5-shot
79.04AccuracyOSLOPROMPT
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| OSLOPROMPTCLIP-based=true, Venue=Current Paper2025.03 | 79.04 | 77.34 | |
| CLIP + OpenMax (OSR)CLIP-based=true, Venue=CVPR'162025.03 | 66.25 | 74.74 | |
| ODG-CLIP (ODG)CLIP-based=true, Venue=CVPR'242025.03 | 62.93 | 67.2 | |
| StyLIP (DG + OSR)CLIP-based=true, Venue=WACV'242025.03 | 45.78 | 48.93 | |
| ODG-Net (ODG)CLIP-based=false, Venue=TMLR'232025.03 | 43.05 | 37.71 | |
| MORGAN (FS-OSR)CLIP-based=false, Venue=WACV'232025.03 | 42.16 | 38.7 | |
| 2LM (FSDG + OSR)CLIP-based=false, Venue=CVPR 232025.03 | 41.67 | 37.36 | |
| MEDIC (ODG)CLIP-based=false, Venue=ICCV'232025.03 | 40.53 | 34.2 | |
| PromptSRC (DG + OSR)CLIP-based=true, Venue=ICCV'232025.03 | 36.16 | 32.36 | |
| SCI-PD (ODG)CLIP-based=true, Venue=CVPR 242025.03 | 34.53 | 30.11 | |
| CLIPN (OSR)CLIP-based=true, Venue=ICCV'232025.03 | 32.92 | 27.95 |