Image Classification on DomainNet (Domain Alignment & Correlation Metrics)
76.3Accuracy (avg)PAS
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| PASBackbone=ViT-Base, Target Domain=S, Source Domain=R2026.04 | 76.3 | -0.25 | -1.859 | 17 | -0.062 | — | — | |
| PASBackbone=ResNet-101, Target Domain=R, Source Domain=P2026.04 | 58.1 | -0.075 | -1.656 | 18.4 | 0.092 | — | — | |
| PASBackbone=ResNet-101, Target Domain=C, Source Domain=S2026.04 | 56.7 | -0.079 | -1.638 | 8.8 | -0.042 | — | — | |
| PASBackbone=ResNet-101, Target Domain=R, Source Domain=C2026.04 | 55.9 | -0.158 | -1.73 | 12.8 | 0.037 | — | — | |
| PASBackbone=ResNet-101, Target Domain=R, Source Domain=S2026.04 | 55.3 | -0.173 | -1.821 | 10.7 | 0.031 | — | — | |
| PASBackbone=ResNet-101, Target Domain=C, Source Domain=R2026.04 | 53.7 | -0.158 | -1.73 | 14.5 | -0.124 | — | — | |
| PASBackbone=ResNet-101, Target Domain=P, Source Domain=R2026.04 | 52.2 | -0.075 | -1.656 | 15.9 | -0.024 | — | — | |
| PASBackbone=ResNet-101, Target Domain=P, Source Domain=S2026.04 | 45.8 | -0.108 | -1.777 | 8.3 | -0.04 | — | — | |
| Acc. (avg.)Backbone=ResNet-101, Target Domain=C, Source Domain=P2026.04 | 45.5 | — | — | — | — | — | — | |
| PASBackbone=ResNet-101, Target Domain=S, Source Domain=C2026.04 | 44.8 | -0.079 | -1.638 | 8.8 | -0.087 | — | — | |
| PASBackbone=ResNet-101, Target Domain=S, Source Domain=R2026.04 | 41 | -0.173 | -1.821 | 11.4 | -0.156 | — | — | |
| PASBackbone=ResNet-101, Target Domain=S, Source Domain=P2026.04 | 40.7 | -0.108 | -1.777 | 9.8 | -0.11 | — | — | |
| PASBackbone=ResNet-101, Target Domain=P, Source Domain=C2026.04 | 39.4 | -0.113 | -1.789 | 8 | -0.06 | — | — | |
| A-distance (neg.)Backbone=ResNet-101, Target Domain=C, Source Domain=P2026.04 | — | — | -1.789 | — | — | — | — | |
| A-distance (neg.)Backbone=ResNet-1012026.04 | — | — | — | — | — | 0.5 | 0.45 | |
| MMD (neg.)Backbone=ResNet-101, Target Domain=C, Source Domain=P2026.04 | — | -0.113 | — | — | — | — | — | |
| MMD (neg.)Backbone=ResNet-1012026.04 | — | — | — | — | — | 0.04 | 0.2 | |
| Oracle*Backbone=ResNet-101, Target Domain=C, Source Domain=P2026.04 | — | — | — | — | -0.109 | — | — | |
| Oracle*Backbone=ResNet-1012026.04 | — | — | — | — | — | 0.7 | 0.67 | |
| PASBackbone=ResNet-101, Target Domain=C, Source Domain=P2026.04 | — | — | — | 10.8 | — | — | — | |
| PASBackbone=ResNet-1012026.04 | — | — | — | — | — | 0.58 | 0.53 | |
| PASBackbone=DeiT-Small2026.04 | — | — | — | — | — | 0.39 | 0.57 | |
| PASBackbone=DeiT-Base2026.04 | — | — | — | — | — | 0.26 | 0.44 | |
| PASBackbone=ViT-Base2026.04 | — | — | — | — | — | 0.37 | 0.35 |