Unsupervised Domain Adaptation on Office-Home RS-UT label shifts
76.08Accuracy (Rw -> Pr)MDD+Implicit Alignment
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| MDD+Implicit AlignmentBackbone=ResNet-502020.06 | 76.08 | 50.04 | 74.21 | 45.38 | 61.15 | 63.15 | 61.67 | |
| MDDBackbone=ResNet-50, sampling=source-balanced sampler2020.06 | 76.06 | 47.38 | 71.56 | 40.03 | 57.46 | 58.54 | 58.5 | |
| COALBackbone=ResNet-502020.06 | 73.65 | 42.58 | 73.26 | 40.61 | 59.22 | 57.33 | 58.4 | |
| BSPBackbone=ResNet-50, explicit class-conditioned domain alignment=true2020.06 | 72.8 | 23.82 | 66.19 | 20.05 | 32.59 | 30.36 | 40.97 | |
| DANNBackbone=ResNet-50, explicit class-conditioned domain alignment=true2020.06 | 71.62 | 46.51 | 68.4 | 38.07 | 58.83 | 58.05 | 56.91 | |
| MDD+Explicit AlignmentBackbone=ResNet-50, alignment_strategy=moving avg., explicit class-conditioned domain alignment=true2020.06 | 71.37 | 45.26 | 69.69 | 40.28 | 52.92 | 52.69 | 55.37 | |
| MDDBackbone=ResNet-50, sampling=random sampler2020.06 | 71.21 | 44.78 | 69.31 | 42.56 | 52.1 | 52.7 | 55.44 | |
| MDD+Explicit AlignmentBackbone=ResNet-50, alignment_strategy=curriculum, explicit class-conditioned domain alignment=true2020.06 | 70.02 | 45.48 | 69.71 | 40.86 | 53.26 | 52.99 | 55.39 | |
| Source OnlyBackbone=ResNet-502020.06 | 69.77 | 38.35 | 67.31 | 35.84 | 53.31 | 52.27 | 52.81 | |
| MDD+Explicit AlignmentBackbone=ResNet-50, alignment_strategy=basic, explicit class-conditioned domain alignment=true2020.06 | 69.52 | 44.7 | 69.59 | 40.27 | 53.02 | 53.39 | 55.08 | |
| DANBackbone=ResNet-50, explicit class-conditioned domain alignment=true2020.06 | 69.35 | 40.84 | 66.93 | 34.66 | 53.55 | 52.09 | 52.9 | |
| F-DANNBackbone=ResNet-50, explicit class-conditioned domain alignment=true2020.06 | 68.56 | 40.57 | 67.32 | 37.33 | 55.84 | 53.67 | 53.88 | |
| JANBackbone=ResNet-50, explicit class-conditioned domain alignment=true2020.06 | 67.2 | 43.6 | 68.87 | 39.21 | 57.98 | 48.57 | 54.24 | |
| MCDBackbone=ResNet-50, explicit class-conditioned domain alignment=true2020.06 | 66.03 | 33.17 | 62.95 | 29.99 | 44.47 | 39.01 | 45.94 | |
| BBSEBackbone=ResNet-502020.06 | 61.1 | 33.27 | 62.66 | 31.15 | 39.7 | 38.08 | 44.33 | |
| PADABackbone=ResNet-50, explicit class-conditioned domain alignment=true2020.06 | 60.77 | 32.28 | 57.09 | 26.76 | 40.71 | 38.34 | 42.66 |