Low-Shot Open-Set Domain Generalization on PACS 5-shot
93.72AccuracyOSLOPROMPT
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| OSLOPROMPTCLIP-based=true, Venue=Current Paper2025.03 | 93.72 | 95.01 | |
| ODG-CLIP (ODG)CLIP-based=true, Venue=CVPR'242025.03 | 83.65 | 88.16 | |
| StyLIP (DG + OSR)CLIP-based=true, Venue=WACV'242025.03 | 80.1 | 70.01 | |
| CLIPN (OSR)CLIP-based=true, Venue=ICCV'232025.03 | 78.04 | 71.14 | |
| CLIP + OpenMax (OSR)CLIP-based=true, Venue=CVPR'162025.03 | 68.75 | 80.98 | |
| PromptSRC (DG + OSR)CLIP-based=true, Venue=ICCV'232025.03 | 46.86 | 30.23 | |
| 2LM (FSDG + OSR)CLIP-based=false, Venue=CVPR 232025.03 | 46.7 | 24.06 | |
| ODG-Net (ODG)CLIP-based=false, Venue=TMLR'232025.03 | 46.66 | 25.92 | |
| MORGAN (FS-OSR)CLIP-based=false, Venue=WACV'232025.03 | 46.27 | 24.06 | |
| MEDIC (ODG)CLIP-based=false, Venue=ICCV'232025.03 | 44.88 | 25.05 | |
| SCI-PD (ODG)CLIP-based=true, Venue=CVPR 242025.03 | 35.16 | 34.53 |