Universal Cross-Domain Retrieval on DomainNet Clipart (UnseenGallery)
79.47mAP@200MAIL++
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MAIL++Training Setting=2-Shot2026.05 | 79.47 | 75.48 | |
| MAILTraining Setting=2-Shot2026.05 | 78.94 | 74.8 | |
| MMATraining Setting=2-Shot2026.05 | 76.95 | 71.62 | |
| MaPLeTraining Setting=2-Shot2026.05 | 76.92 | 72.28 | |
| ProS*Training Setting=Full training data (UCDR results)2026.05 | 76.48 | 71.86 | |
| BitFitTraining Setting=2-Shot2026.05 | 75.81 | 70.27 | |
| IVLATraining Setting=2-Shot2026.05 | 73.31 | 66.4 | |
| AFormerTraining Setting=2-Shot2026.05 | 73.19 | 66.28 | |
| VPT-DTraining Setting=2-Shot2026.05 | 72.96 | 67.82 | |
| IVLPTraining Setting=2-Shot2026.05 | 72.28 | 66.98 | |
| CLIPTraining Setting=2-Shot2026.05 | 60.37 | 51.3 |