Image Classification on Office-Home v1 (target set)
0.98Pearson Correlation CoefficientOracle
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Oraclebackbone=ResNet-502026.04 | 0.98 | — | — | — | — | — | 0.93 | |
| Oraclebackbone=DeiT-Small2026.04 | 0.9 | — | — | — | — | — | 0.93 | |
| Oraclebackbone=DeiT-Base2026.04 | 0.88 | — | — | — | — | — | 0.88 | |
| Oraclebackbone=ViT-Base2026.04 | 0.88 | — | — | — | — | — | 0.92 | |
| Oraclebackbone=ViT-Small2026.04 | 0.87 | — | — | — | — | — | 0.92 | |
| Oraclebackbone=Swin-Base2026.04 | 0.83 | — | — | — | — | — | 0.81 | |
| PASbackbone=ResNet-502026.04 | 0.81 | — | — | — | — | — | 0.82 | |
| MMD (neg.)backbone=ResNet-502026.04 | 0.77 | — | — | — | — | — | 0.72 | |
| A-distance (neg.)backbone=ResNet-502026.04 | 0.76 | — | — | — | — | — | 0.78 | |
| PASbackbone=ViT-Base2026.04 | 0.76 | — | — | — | — | — | 0.85 | |
| PASbackbone=Swin-Base2026.04 | 0.72 | — | — | — | — | — | 0.72 | |
| PASbackbone=ViT-Small2026.04 | 0.68 | — | — | — | — | — | 0.83 | |
| PASbackbone=DeiT-Small2026.04 | 0.67 | — | — | — | — | — | 0.78 | |
| PASbackbone=DeiT-Base2026.04 | 0.65 | — | — | — | — | — | 0.73 | |
| MMD (neg.)backbone=ViT-Small2026.04 | 0.61 | — | — | — | — | — | 0.49 | |
| MMD (neg.)backbone=ViT-Base2026.04 | 0.59 | — | — | — | — | — | 0.57 | |
| MMD (neg.)backbone=DeiT-Small2026.04 | 0.56 | — | — | — | — | — | 0.57 | |
| MMD (neg.)backbone=DeiT-Base2026.04 | 0.56 | — | — | — | — | — | 0.57 | |
| A-distance (neg.)backbone=ViT-Small2026.04 | 0.53 | — | — | — | — | — | 0.59 | |
| A-distance (neg.)backbone=DeiT-Small2026.04 | 0.52 | — | — | — | — | — | 0.57 | |
| A-distance (neg.)backbone=DeiT-Base2026.04 | 0.48 | — | — | — | — | — | 0.51 | |
| MMD (neg.)backbone=Swin-Base2026.04 | 0.48 | — | — | — | — | — | 0.45 | |
| A-distance (neg.)backbone=ViT-Base2026.04 | 0.47 | — | — | — | — | — | 0.51 | |
| A-distance (neg.)backbone=Swin-Base2026.04 | 0.42 | — | — | — | — | — | 0.37 |