Unsupervised Domain Adaptation on Office-Home (0.8/0.2 source split)
79.7Acc Cl -> Ar (S)Source model
Evaluation Results
| Method | Links | |||||||||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Source modelSource-free=false, Backbone=ResNet-50, Domain-ID access=domain-agnostic2021.08 | 79.7 | 49 | 60.7 | 79.7 | 59.7 | 68.3 | 79.7 | 62.2 | 69.9 | 78.2 | 45 | 57.1 | 78.2 | 67.2 | 72.3 | 78.2 | 73.9 | 76 | 92.3 | 52 | 66.5 | 92.3 | 40.3 | 56.1 | 92.3 | 73 | 81.5 | 85.4 | 45.8 | 59.6 | 85.4 | 64.7 | 73.6 | 85.4 | 77.5 | 81.3 | 83.9 | 59.2 | 68.6 | |
| Ours w/ domain-IDSource-free=true, Backbone=ResNet-50, Domain-ID access=domain-aware2021.08 | 78.5 | 67 | 72.7 | 80.3 | 76.1 | 78.1 | 80.6 | 78.4 | 79.5 | 70 | 54.9 | 61.5 | 74 | 77.1 | 75.5 | 74.5 | 79.7 | 77 | 89.8 | 65.7 | 75.9 | 89.3 | 53.8 | 67.1 | 91.6 | 81.9 | 86.5 | 85.9 | 71.5 | 78 | 81.3 | 60.5 | 69.4 | 84.4 | 83.4 | 83.9 | 81.8 | 70.8 | 75.5 | |
| Ours w/o domain-IDSource-free=true, Backbone=ResNet-50, Domain-ID access=domain-agnostic2021.08 | 76.4 | 77.2 | 76.7 | 78.5 | 78.4 | 78.4 | 72 | 75.6 | 73.8 | 68.8 | 54.7 | 60.9 | 71.5 | 79.7 | 74 | 72 | 75.6 | 73.8 | 87.8 | 65.1 | 74.8 | 86.3 | 53.2 | 65.8 | 90.3 | 81.6 | 85.7 | 83.2 | 72 | 77.2 | 78.3 | 60.2 | 68.1 | 83.4 | 82.8 | 83.1 | 80 | 70.2 | 74.4 | |
| SHOTSource-free=true, Backbone=ResNet-50, Domain-ID access=domain-agnostic2021.08 | 65.9 | 68.4 | 67.1 | 63.5 | 76.9 | 69.6 | 67.4 | 75.7 | 71.3 | 60.9 | 55.3 | 58 | 65.2 | 77.4 | 70.8 | 71.6 | 80.8 | 75.9 | 78.9 | 65.4 | 71.5 | 74.2 | 54.2 | 62.6 | 84.9 | 80.5 | 82.6 | 79.7 | 71.7 | 75.5 | 71 | 59 | 64.4 | 79.2 | 84.6 | 81.8 | 71.9 | 70.8 | 70.9 |