Unsupervised Domain Adaptation on Office-31 (train test)
99.1Accuracy (A->W)PMTrans
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| PMTransBackbone=ViT2024.07 | 99.1 | 99.6 | 100 | 99.4 | 85.7 | 86.3 | 95 | |
| CDTransBackbone=ViT (Deit)2024.07 | 97 | 96.7 | 81.1 | 99 | 81.9 | 100 | 92.6 | |
| EUDA - LLBackbone=ViT (DinoV2)2024.07 | 95.3 | 100 | 100 | 93.4 | 80.5 | 82.9 | 92 | |
| TVT BaselineBackbone=ViT2024.07 | 91.6 | 99 | 100 | 90.6 | 80.2 | 80.2 | 90.3 | |
| TVTBackbone=ViT2024.07 | 91.6 | 99 | 100 | 90.6 | 80.2 | 80.2 | 90.3 | |
| Source OnlyBackbone=ViT (Deit)2024.07 | 90.8 | 90.4 | 76.8 | 98.2 | 76.4 | 100 | 88.8 | |
| SHOTBackbone=ResNet2024.07 | 90.1 | 98.4 | 99.9 | 94 | 74.7 | 74.3 | 88.6 | |
| Source OnlyBackbone=ViT2024.07 | 89.2 | 98.9 | 100 | 88.8 | 80.1 | 79.8 | 89.5 | |
| JANBackbone=ResNet2024.07 | 86 | 96.7 | 99.7 | 85.1 | 69.2 | 70.7 | 84.6 | |
| CDANBackbone=ResNet2024.07 | 86 | 96.7 | 99.7 | 85.1 | 69.2 | 70.7 | 84.6 | |
| RevGradBackbone=ResNet2024.07 | 82 | 96.9 | 99.1 | 79.7 | 68.2 | 67.4 | 82.2 | |
| Source OnlyBackbone=ResNet2024.07 | 68.9 | 68.1 | 62.5 | 95.7 | 60.7 | 99.3 | 76.1 |