Single-source Domain Adaptation on Office-Home (test)
52.26Ar→Cl AccuracySAFN+ENT
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SAFN+ENTBackbone=ResNet-502020.07 | 52.26 | 73.04 | 77.06 | 66.12 | 72.3 | 72.27 | 64.96 | 52.67 | 78.81 | 72.96 | 58.05 | 82.12 | 68.55 | |
| SAFNBackbone=ResNet-502020.07 | 52 | 71.7 | 76.3 | 64.2 | 69.9 | 71.9 | 63.7 | 51.4 | 77.1 | 70.9 | 57.1 | 81.5 | 67.3 | |
| HAFNBackbone=ResNet-502020.07 | 50.2 | 70.1 | 76.6 | 61.1 | 68 | 70.7 | 59.5 | 48.4 | 77.3 | 69.4 | 53 | 80.2 | 65.4 | |
| ResNet-50Backbone=ResNet-50, experimental_block=22020.07 | 49.36 | 68.86 | 76.25 | 58.71 | 66.18 | 69.33 | 56.59 | 44.8 | 75.8 | 67.66 | 51.21 | 79.52 | 63.69 | |
| RotationsBackbone=ResNet-50, alpha_t=0.8, beta=0.62020.07 | 49 | 59.2 | 67.4 | 56.9 | 64.1 | 65.6 | 56.6 | 52.9 | 74.7 | 68.7 | 57.9 | 78.6 | — | |
| RotationsBackbone=ResNet-50, s=0, alpha_t=0.8, beta=0.62020.07 | 48.83 | 56.67 | 67.5 | 57.47 | 63.9 | 65.47 | 56.33 | 52.23 | 74.33 | 68.97 | 57.53 | 78.2 | — | |
| ResNet-50Backbone=ResNet-50, experimental_block=32020.07 | 48.3 | 59.8 | 68.4 | 54.7 | 62.4 | 65.1 | 53.7 | 46.7 | 73.7 | 66.8 | 54.1 | 77.3 | — | |
| JigsawBackbone=ResNet-50, alpha_t=0.7, beta=0.82020.07 | 47.7 | 58.8 | 67.9 | 57.2 | 64.3 | 66.1 | 56.2 | 50.8 | 75.1 | 67.9 | 55.6 | 78.4 | — | |
| JigsawBackbone=ResNet-50, s=0, alpha_t=0.7, beta=0.82020.07 | 47.33 | 58.07 | 67.7 | 57.77 | 63.47 | 65.7 | 56.43 | 50.13 | 74.7 | 68.4 | 55.77 | 79.23 | — | |
| JANBackbone=ResNet-502020.07 | 45.9 | 61.2 | 68.9 | 50.4 | 59.7 | 61 | 45.8 | 43.4 | 70.3 | 63.9 | 52.4 | 76.8 | 58.3 | |
| DANNBackbone=ResNet-502020.07 | 45.6 | 59.3 | 70.1 | 47 | 58.5 | 60.9 | 46.1 | 43.7 | 68.5 | 63.2 | 51.8 | 76.8 | 57.6 | |
| DANBackbone=ResNet-502020.07 | 43.6 | 57 | 67.9 | 45.8 | 56.5 | 60.4 | 44 | 43.6 | 67.7 | 63.1 | 51.5 | 74.3 | 56.3 | |
| ResNet-50Backbone=ResNet-50, experimental_block=12020.07 | 34.9 | 50 | 58 | 37.4 | 41.9 | 46.2 | 38.5 | 31.2 | 60.4 | 53.9 | 41.2 | 59.9 | 46.1 |