Multi-source Unsupervised Domain Adaptation on PACS multi-source ResNet-18
92.7Acc (A)Target-supervised
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Target-supervisedBackbone=ResNet-182020.12 | 92.7 | 92.9 | 98.4 | 93.8 | 94.5 | |
| SHOT++Backbone=ResNet-18, Labeling Transfer=true2020.12 | 92.3 | 89.7 | 98.8 | 75.5 | 89.1 | |
| SHOT-IM++Backbone=ResNet-18, Labeling Transfer=true2020.12 | 91.5 | 89.8 | 98.9 | 64 | 86 | |
| SHOTBackbone=ResNet-182020.12 | 90.7 | 88.1 | 98.5 | 75.4 | 88.2 | |
| SHOT-IMBackbone=ResNet-182020.12 | 89.6 | 87.9 | 98.6 | 62.5 | 84.7 | |
| M3SDA-8Backbone=ResNet-182020.12 | 89.3 | 89.9 | 97.3 | 76.7 | 88.3 | |
| CMSSBackbone=ResNet-182020.12 | 88.6 | 90.4 | 96.9 | 82 | 89.5 | |
| Meta-MCDBackbone=ResNet-182020.12 | 87.4 | 86.2 | 97.1 | 78.3 | 87.2 | |
| Meta-DANNBackbone=ResNet-182020.12 | 87.3 | 84.9 | 96.9 | 73.2 | 85.6 | |
| DANNBackbone=ResNet-182020.12 | 81.9 | 77.5 | 91.8 | 74.6 | 81.5 | |
| ResNet-18Backbone=ResNet-182020.12 | 74.9 | 72.1 | 94.5 | 64.7 | 76.6 | |
| Source-only++Backbone=ResNet-18, Labeling Transfer=true2020.12 | 72.1 | 44.1 | 98.1 | 41.5 | 63.9 | |
| Source-model-onlyBackbone=ResNet-182020.12 | 63.6 | 51.7 | 94.4 | 47.4 | 64.3 |