Blended Target Domain Adaptation on DomainNet
37.5Acc (Cli)MCDA
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| MCDABackbone=ResNet-101, Uses Domain Labels=false2023.02 | 37.5 | 37.3 | 36.6 | 17.8 | 36.1 | 41.4 | 34.5 | |
| DCGCTBackbone=ResNet-101, Uses Domain Labels=true2023.02 | 37 | 32.2 | 37.3 | 19.3 | 39.8 | 40.8 | 34.4 | |
| CGCTBackbone=ResNet-101, Uses Domain Labels=false2023.02 | 36.1 | 33.3 | 35 | 10 | 39.6 | 39.7 | 32.3 | |
| DCL+Backbone=ResNet-101, Uses Domain Labels=true2023.02 | 35.1 | 31.4 | 37 | 20.5 | 35.4 | 41 | 33.4 | |
| MCCBackbone=ResNet-101, Uses Domain Labels=false2023.02 | 33.6 | 30 | 32.4 | 13.5 | 28 | 35.3 | 28.8 | |
| DADABackbone=ResNet-101, Uses Domain Labels=false2023.02 | 31.6 | 27.1 | 31.8 | 12.5 | 33.2 | 35.8 | 28.7 | |
| SourceBackbone=ResNet-101, Uses Domain Labels=false2023.02 | 25.6 | 16.8 | 25.8 | 9.2 | 20.6 | 22.3 | 20.1 | |
| CDANBackbone=ResNet-101, Uses Domain Labels=false2023.02 | 25.1 | 19.1 | 27 | 10.4 | 20.2 | 22.5 | 20.7 | |
| MCDBackbone=ResNet-101, Uses Domain Labels=false2023.02 | 21.3 | 8.5 | 14.5 | 13.8 | 16 | 19.7 | 15.6 |