Image Classification on DomainNet 126 (4-Domain Transfer Accuracy)
78.4Accuracy C->SSupervised
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SupervisedBackbone=ResNet-502026.03 | 78.4 | 80.9 | 89.9 | 83.6 | 89.9 | 78.4 | 83.6 | 80.9 | 78.4 | 83.6 | 80.9 | 89.9 | 83.2 | |
| UCon-SFDABackbone=ResNet-502026.03 | 66.5 | — | — | 69.3 | 81 | — | 75.2 | 71.1 | 64.3 | — | 68.1 | — | — | |
| ProCal++Backbone=ResNet-502026.03 | 65.1 | 66.8 | 80 | 71.9 | 84.4 | 69.7 | 76.3 | 73 | 66.4 | 75.9 | 70.7 | 80.2 | 73.4 | |
| ProCalBackbone=ResNet-502026.03 | 64.7 | 66.5 | 79.8 | 71.6 | 84 | 68.9 | 75.4 | 72.8 | 65.5 | 74.9 | 70 | 79.9 | 72.8 | |
| iSFDABackbone=ResNet-502026.03 | 63.7 | 65.4 | 78.7 | 71.3 | 82.1 | 66.5 | 72.7 | 71.9 | 63.7 | 72.8 | 68.3 | 77.1 | 71.2 | |
| CoWA-JMDSBackbone=ResNet-502026.03 | 63.5 | 66.8 | 81.6 | 70.7 | 82.2 | 65.7 | 71.6 | 69.9 | 64.7 | 74 | 68.7 | 81.3 | 71.7 | |
| DaCBackbone=ResNet-502026.03 | 62.9 | 65.4 | 79.9 | 64.7 | 81.7 | 64 | 66.4 | 69.8 | 61.7 | 68.5 | 67.1 | 78.2 | 69.2 | |
| G-SFDABackbone=ResNet-502026.03 | 62.8 | 64.7 | 77.6 | 70.9 | 81.5 | 67.2 | 71 | 70.6 | 62.9 | 73.9 | 68.1 | 78.1 | 70.8 | |
| C-SFDABackbone=ResNet-502026.03 | 62.1 | 55.2 | 65.3 | 68.5 | 80.4 | 59.2 | 70.8 | 71.1 | 62.7 | 64.4 | 67.4 | 72.6 | 66.6 | |
| AaDBackbone=ResNet-502026.03 | 61.7 | 64.6 | 79 | 69.7 | 82.2 | 65.9 | 71.3 | 70.7 | 62.2 | 71.5 | 67.8 | 79.2 | 70.5 | |
| SHOTBackbone=ResNet-502026.03 | 61.1 | 63 | 78.1 | 68 | 81.2 | 62.6 | 69.5 | 68.9 | 60.2 | 70.9 | 65.5 | 78 | 68.9 | |
| TPDSBackbone=ResNet-502026.03 | 56.9 | 59.3 | 72.9 | 67.3 | 78.9 | 62 | 69.7 | 68.1 | 57.3 | 68.4 | 64.4 | 75.5 | 66.7 | |
| Co-learnBackbone=ResNet-502026.03 | 51.9 | 58.7 | 75.7 | 54.9 | 76.6 | 46.1 | 61.4 | 63.7 | 49.1 | 65 | 62.7 | 76.7 | 61.9 | |
| SourceBackbone=ResNet-502026.03 | 49.4 | 46.5 | 60.7 | 54.3 | 75.5 | 48 | 57 | 63.1 | 48.3 | 56.9 | 51.8 | 60.7 | 56 | |
| NRCBackbone=ResNet-502026.03 | 46.5 | 43 | 40.5 | 48.6 | 49.2 | 46.5 | 49 | 51.3 | 41.5 | 55.7 | 50.1 | 44.6 | 47.2 |