Unsupervised Domain Adaptation on Office-Home 101 (test)
61.3Accuracy (Ar→Cl)GSDA
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| GSDABackbone=ResNet-502024.06 | 61.3 | 76.1 | 79.4 | 65.4 | 73.3 | 74.3 | 65 | 53.2 | 80 | 72.2 | 60.6 | 83.1 | 70.3 | |
| DisClusterDABackbone=ResNet-502024.06 | 58.8 | 77 | 80.8 | 67 | 74.6 | 77.1 | 65.9 | 56.3 | 81.4 | 74.2 | 60.5 | 83.6 | 71.4 | |
| GVB-GDBackbone=ResNet-502024.06 | 57 | 74.7 | 79.8 | 64.6 | 74.1 | 74.6 | 65.2 | 55.1 | 81 | 74.6 | 59.7 | 84.3 | 70.4 | |
| PGAFramework=CLIP2024.06 | 56.1 | 85.5 | 86 | 75.5 | 85.2 | 85.8 | 75.2 | 55.7 | 86.1 | 75.4 | 56.7 | 85.8 | 75.8 | |
| SPLBackbone=ResNet-502024.06 | 54.5 | 77.8 | 81.9 | 65.1 | 78 | 81.1 | 66 | 53.1 | 82.8 | 69.9 | 55.3 | 86 | 71 | |
| DAPLFramework=CLIP2024.06 | 54.1 | 84.3 | 84.8 | 74.4 | 83.7 | 85 | 74.5 | 54.6 | 84.8 | 75.2 | 54.7 | 83.8 | 74.5 | |
| RSDA-MSTNBackbone=ResNet-502024.06 | 53.2 | 77.7 | 81.3 | 66.4 | 74 | 76.5 | 67.9 | 53 | 82 | 75.8 | 57.8 | 85.4 | 70.9 | |
| BNMBackbone=ResNet-502024.06 | 52.3 | 73.9 | 80 | 63.3 | 72.9 | 74.9 | 61.7 | 49.5 | 79.7 | 70.5 | 53.6 | 82.2 | 67.9 | |
| SRDCBackbone=ResNet-502024.06 | 52.3 | 76.3 | 81 | 69.5 | 76.2 | 78 | 68.7 | 53.8 | 81.7 | 76.3 | 57.1 | 85 | 71.3 | |
| BSP+CDANBackbone=ResNet-502024.06 | 52 | 68.6 | 76.1 | 58 | 70.3 | 70.2 | 58.6 | 50.2 | 77.6 | 72.2 | 59.3 | 81.9 | 66.3 | |
| CLIPFramework=CLIP2024.06 | 51.6 | 81.9 | 82.6 | 71.9 | 81.9 | 82.6 | 71.9 | 51.6 | 82.6 | 71.9 | 51.6 | 81.9 | 72 | |
| ETDBackbone=ResNet-502024.06 | 51.3 | 71.9 | 85.7 | 57.6 | 69.2 | 73.7 | 57.8 | 51.2 | 79.3 | 70.2 | 57.5 | 82.1 | 67.3 | |
| CDAN+EBackbone=ResNet-502024.06 | 50.7 | 70.6 | 76 | 57.6 | 70 | 70 | 57.4 | 50.9 | 77.3 | 70.9 | 56.7 | 81.6 | 65.8 | |
| SymNetsBackbone=ResNet-502024.06 | 47.7 | 72.9 | 78.5 | 64.2 | 71.3 | 74.2 | 63.6 | 47.6 | 79.4 | 73.8 | 50.8 | 82.6 | 67.2 | |
| JANBackbone=ResNet-502024.06 | 45.9 | 61.2 | 68.9 | 50.4 | 59.7 | 61 | 45.8 | 43.4 | 70.3 | 63.9 | 52.4 | 76.8 | 58.3 | |
| DANNBackbone=ResNet-502024.06 | 45.6 | 59.3 | 70.1 | 47 | 58.5 | 60.9 | 46.1 | 43.7 | 68.5 | 63.2 | 51.8 | 76.8 | 57.6 | |
| ResNet-50Backbone=ResNet-502024.06 | 34.9 | 50 | 58 | 37.4 | 41.9 | 46.2 | 38.5 | 31.2 | 60.4 | 53.9 | 41.2 | 59.9 | 46.1 |