Pairwise Domain Transfer Classification on Office-Home Partial-set (test)
64.8Accuracy (Ar->Cl)SHOT (full)
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SHOT (full)Backbone=ResNet-502020.02 | 64.8 | 85.2 | 92.7 | 76.3 | 77.6 | 88.8 | 79.7 | 64.3 | 89.5 | 80.6 | 66.4 | 85.8 | 79.3 | |
| ETNBackbone=ResNet-502020.02 | 59.2 | 77 | 79.5 | 62.9 | 65.7 | 75 | 68.3 | 55.4 | 84.4 | 75.7 | 57.7 | 84.5 | 70.5 | |
| SAFNBackbone=ResNet-502020.02 | 58.9 | 76.3 | 81.4 | 70.4 | 73 | 77.8 | 72.4 | 55.3 | 80.4 | 75.8 | 60.4 | 79.9 | 71.8 | |
| SHOT-IMBackbone=ResNet-50, configuration=information maximization2020.02 | 57.9 | 83.6 | 88.8 | 72.4 | 74 | 79 | 76.1 | 60.6 | 90.1 | 81.9 | 68.3 | 88.5 | 76.8 | |
| IWANBackbone=ResNet-502020.02 | 53.9 | 54.5 | 78.1 | 61.3 | 48 | 63.3 | 54.2 | 52 | 81.3 | 76.5 | 56.8 | 82.9 | 63.6 | |
| ResNet-50Backbone=ResNet-502020.02 | 46.3 | 67.5 | 75.9 | 59.1 | 59.9 | 62.7 | 58.2 | 41.8 | 74.9 | 67.4 | 48.2 | 74.2 | 61.3 | |
| Source model onlyBackbone=ResNet-502020.02 | 45.2 | 70.4 | 81 | 56.2 | 60.8 | 66.2 | 60.9 | 40.1 | 76.2 | 70.8 | 48.5 | 77.3 | 62.8 | |
| SANBackbone=ResNet-502020.02 | 44.4 | 68.7 | 74.6 | 67.5 | 65 | 77.8 | 59.8 | 44.7 | 80.1 | 72.2 | 50.2 | 78.7 | 65.3 |