Unsupervised Domain Adaptation on Office-31 standard (test)
99.5Accuracy (A->W)PMTrans
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| PMTransArchitecture=Transformer2024.11 | 99.5 | 99.4 | 100 | 99.8 | 86.7 | 86.5 | 95.3 | |
| SSRTArchitecture=Transformer2024.11 | 97.7 | 99.2 | 100 | 98.6 | 83.5 | 82.2 | 93.5 | |
| FFTATArchitecture=Transformer2024.11 | 97.6 | 99.2 | 100 | 97.8 | 90.2 | 91 | 96 | |
| CDTransArchitecture=Transformer2024.11 | 96.7 | 99 | 100 | 97 | 81.1 | 81.9 | 92.6 | |
| TVTArchitecture=Transformer2024.11 | 96.4 | 99.4 | 100 | 96.4 | 84.9 | 86.1 | 93.9 | |
| CDAN+TNArchitecture=CNN2024.11 | 95.7 | 98.7 | 100 | 94 | 73.4 | 74.2 | 89.3 | |
| MDD+SCDAArchitecture=CNN2024.11 | 95.3 | 99 | 100 | 95.4 | 77.2 | 75.9 | 90.5 | |
| rRGrad+CATArchitecture=CNN2024.11 | 94.4 | 98 | 100 | 90.8 | 72.2 | 70.2 | 87.6 | |
| TATArchitecture=CNN2024.11 | 92.5 | 99.3 | 100 | 93.2 | 73.1 | 72.1 | 88.4 | |
| ViTArchitecture=Transformer2024.11 | 91.2 | 99.2 | 100 | 93.6 | 80.7 | 80.7 | 91.1 | |
| SAFN+ENTArchitecture=CNN2024.11 | 90.1 | 98.6 | 99.8 | 90.7 | 73 | 70.2 | 87.1 | |
| SHOTArchitecture=CNN2024.11 | 90.1 | 98.4 | 99.9 | 94 | 74.7 | 74.3 | 88.6 | |
| DANNArchitecture=CNN2024.11 | 82 | 96.9 | 99.1 | 79.7 | 68.2 | 67.4 | 82.2 | |
| ResNet-50Architecture=CNN2024.11 | 68.4 | 96.7 | 99.3 | 68.9 | 62.5 | 60.7 | 76.1 |