Open-set Domain Adaptation on Office-Home (test)
72.6OOD Accuracy (Ar -> Cl)DAOD
Evaluation results
| Method | Links | ||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DAODBackbone=ResNet-502024.09 | 72.6 | 48.2 | 55.3 | 42.1 | 78.2 | 37.4 | 59.1 | 38.3 | 70.8 | 47.4 | 77.8 | 43 | 71.3 | 49.5 | 58.4 | 57.2 | 81.8 | 49.4 | 66.7 | 56.7 | 60 | 63.4 | 84.1 | 65.3 | 69.6 | 49.8 | |
| AnnaBackbone=ResNet-502024.09 | 61.4 | 21.3 | 68.3 | 20.1 | 74.1 | 20.3 | 58 | 26.9 | 64.2 | 26.4 | 66.9 | 19.8 | 63 | 29.7 | 54.6 | 25.2 | 74.3 | 21.1 | 66.1 | 22.7 | 59.7 | 26.9 | 76.4 | 19 | 65.6 | 23.3 | |
| OSLPPBackbone=ResNet-502024.09 | 55.9 | 32.9 | 72.5 | 26.9 | 80.1 | 30.6 | 49.6 | 21 | 61.6 | 26.7 | 67.2 | 26.1 | 54.6 | 23.8 | 53.1 | 32.9 | 77 | 28.8 | 60.8 | 25 | 54.4 | 35.7 | 78.4 | 29.2 | 63.8 | 28.3 | |
| Graph-Spectral OODBackbone=ResNet-502024.09 | 54.2 | 14.1 | 68.7 | 12.7 | 78.6 | 15.8 | 51.1 | 14.8 | 61 | 8.8 | 68 | 10.5 | 58.3 | 9.2 | 48.1 | 13.4 | 76.9 | 8 | 64.8 | 9.5 | 56.1 | 11.8 | 80.9 | 14.5 | 63.9 | 12 | |
| STAsumBackbone=ResNet-502024.09 | 50.8 | 36.6 | 68.7 | 40.3 | 81.1 | 49.5 | 53 | 36.1 | 61.4 | 36.5 | 69.8 | 36.8 | 55.4 | 26.3 | 44.7 | 28.5 | 78.1 | 36.7 | 67.9 | 37.7 | 51.4 | 42.1 | 77.9 | 42 | 63.4 | 37.4 | |
| ROSBackbone=ResNet-502024.09 | 50.6 | 25.9 | 68.4 | 29.7 | 75.8 | 22.8 | 53.6 | 34.5 | 59.8 | 28.4 | 65.3 | 27.8 | 57.3 | 35.7 | 46.5 | 28.8 | 70.8 | 21.6 | 67 | 29.2 | 51.5 | 27 | 72 | 20 | 61.6 | 27.6 | |
| OSBPBackbone=ResNet-502024.09 | 50.2 | 38.9 | 71.8 | 40.2 | 79.3 | 32.5 | 59.4 | 29.7 | 67 | 37.3 | 72 | 30.8 | 59.1 | 31.9 | 44.5 | 33.7 | 76.2 | 28.3 | 66.1 | 32.7 | 48 | 37 | 76.3 | 31.4 | 64.1 | 33.7 | |
| STAmaxBackbone=ResNet-502024.09 | 46 | 27.7 | 68 | 51.6 | 78.6 | 39.6 | 51.4 | 35 | 61.8 | 40.9 | 67 | 33.3 | 54.2 | 27.6 | 44.2 | 32.9 | 76.2 | 35.7 | 67.5 | 33.3 | 49.9 | 38.9 | 77.1 | 44.6 | 61.8 | 36.7 |