Blended Target Domain Adaptation on Office-Home
71.7Accuracy (Ar)MCDA
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MCDABackbone=ResNet-50, Uses Domain Labels=false2023.02 | 71.7 | 72.8 | 68 | 71.7 | 71.1 | |
| DCGCTBackbone=ResNet-50, Uses Domain Labels=true2023.02 | 70.5 | 71.6 | 66 | 71.2 | 69.8 | |
| CGCTBackbone=ResNet-50, Uses Domain Labels=false2023.02 | 67.4 | 68.1 | 61.6 | 68.7 | 66.5 | |
| MTDABackbone=ResNet-50, Uses Domain Labels=true2023.02 | 64.6 | 66.4 | 59.2 | 67.1 | 64.3 | |
| AMEANBackbone=ResNet-50, Uses Domain Labels=false2023.02 | 64.3 | 65.5 | 59.5 | 66.7 | 64 | |
| DCL+Backbone=ResNet-50, Uses Domain Labels=true2023.02 | 63 | 63 | 60 | 67 | 64.1 | |
| CDANBackbone=ResNet-50, Uses Domain Labels=false2023.02 | 59.5 | 61 | 54.7 | 62.9 | 59.5 | |
| DANNBackbone=ResNet-50, Uses Domain Labels=false2023.02 | 58.4 | 58.1 | 52.9 | 62.1 | 57.9 | |
| JANBackbone=ResNet-50, Uses Domain Labels=false2023.02 | 58.3 | 60.5 | 52.2 | 57.5 | 57.1 | |
| DANBackbone=ResNet-50, Uses Domain Labels=false2023.02 | 55.6 | 56.6 | 48.5 | 56.7 | 54.4 | |
| SourceBackbone=ResNet-50, Uses Domain Labels=false2023.02 | 47.6 | 42.6 | 44.2 | 51.3 | 46.4 |