Multi-source Unsupervised Domain Adaptation on Office-Home (ResNet-50)
74.5Accuracy (Art)Target-supervised
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Target-supervisedBackbone=ResNet-502020.12 | 74.5 | 77.9 | 91.4 | 84.4 | 82 | |
| SHOT++Backbone=ResNet-50, Labeling Transfer=true2020.12 | 73.1 | 61.3 | 84.3 | 84 | 75.7 | |
| SHOTBackbone=ResNet-502020.12 | 73 | 60.4 | 83.9 | 83.3 | 75.2 | |
| SHOT-IM++Backbone=ResNet-50, Labeling Transfer=true2020.12 | 72.3 | 60.4 | 82.5 | 83.2 | 74.6 | |
| SImpAlBackbone=ResNet-502020.12 | 72.1 | 62 | 80.3 | 81.8 | 74.1 | |
| SHOT-IMBackbone=ResNet-502020.12 | 72.1 | 60.3 | 82.4 | 82.9 | 74.4 | |
| Meta-DANNBackbone=ResNet-502020.12 | 70.6 | 59.1 | 80.2 | 82.8 | 73.2 | |
| Source-only++Backbone=ResNet-50, Labeling Transfer=true2020.12 | 70.3 | 51.6 | 83 | 83.5 | 72.1 | |
| Meta-MCDBackbone=ResNet-502020.12 | 70.2 | 60.5 | 81.2 | 83.4 | 73.8 | |
| MCDBackbone=ResNet-502020.12 | 69.8 | 59.8 | 80.9 | 82.7 | 73.3 | |
| Source-model-onlyBackbone=ResNet-502020.12 | 67.3 | 51.2 | 78.7 | 81.4 | 69.6 | |
| M3SDA-βBackbone=ResNet-502020.12 | 67.2 | 58.6 | 79.1 | 81.2 | 71.5 | |
| ResNet-50Backbone=ResNet-502020.12 | 65.3 | 49.6 | 79.7 | 75.4 | 67.5 |