Universal Cross-Domain Retrieval on DomainNet Quickdraw (UnseenGallery)
30.7mAP@200MAIL++
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MAIL++Training Setting=2-Shot2026.05 | 30.7 | 28.5 | |
| MAILTraining Setting=2-Shot2026.05 | 29.41 | 26.95 | |
| ProS*Training Setting=Full training data (UCDR results)2026.05 | 28.42 | 25.44 | |
| MaPLeTraining Setting=2-Shot2026.05 | 27.57 | 24.93 | |
| MMATraining Setting=2-Shot2026.05 | 27.37 | 24.28 | |
| BitFitTraining Setting=2-Shot2026.05 | 24.88 | 21.99 | |
| VPT-DTraining Setting=2-Shot2026.05 | 24.26 | 21.68 | |
| IVLATraining Setting=2-Shot2026.05 | 23.96 | 20.72 | |
| AFormerTraining Setting=2-Shot2026.05 | 23.11 | 19.86 | |
| IVLPTraining Setting=2-Shot2026.05 | 21.07 | 18.97 | |
| CLIPTraining Setting=2-Shot2026.05 | 7.44 | 5.61 |