Universal Cross-Domain Retrieval on DomainNet Infograph (MixedGallery)
54.69mAP@200MAIL++
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MAIL++Training Setting=2-Shot2026.05 | 54.69 | 52.53 | |
| MAILTraining Setting=2-Shot2026.05 | 53.34 | 50.95 | |
| AFormerTraining Setting=2-Shot2026.05 | 53.17 | 49.27 | |
| MMATraining Setting=2-Shot2026.05 | 53.11 | 49.23 | |
| MaPLeTraining Setting=2-Shot2026.05 | 53.05 | 49.95 | |
| BitFitTraining Setting=2-Shot2026.05 | 52.32 | 48.86 | |
| ProS*Training Setting=Full training data (UCDR results)2026.05 | 52.19 | 49.56 | |
| IVLPTraining Setting=2-Shot2026.05 | 51.6 | 47.89 | |
| IVLATraining Setting=2-Shot2026.05 | 50.86 | 47.22 | |
| VPT-DTraining Setting=2-Shot2026.05 | 49.61 | 45.92 | |
| CLIPTraining Setting=2-Shot2026.05 | 43.75 | 38.91 |