Domain Adaptation on DomainNet
68.6Accuracy (Clipart)JFPD
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| JFPDBackbone=ViT-B, Source Domain=Average over all domains2026.05 | 68.6 | 33.6 | 62.8 | 13 | 76.1 | 59.6 | 52.3 | |
| DSAN-BBackbone=ViT-B, Source Domain=Average over all domains2026.05 | 68.3 | 33.4 | 63 | 10.5 | 75.5 | 61 | 52 | |
| FFTAT-BBackbone=ViT-B, Source Domain=Average over all domains2026.05 | 67.8 | 32.4 | 61.9 | 18.4 | 72.5 | 58.6 | 51.9 | |
| SSRT-BBackbone=ViT-B, Source Domain=Average over all domains2026.05 | 60 | 28.2 | 53.3 | 13.7 | 65.3 | 50.4 | 45.2 | |
| ViT-BBackbone=ViT-B, Source Domain=Average over all domains2026.05 | 51.5 | 22 | 46.1 | 8.5 | 60.4 | 40.3 | 38.1 | |
| DSANBackbone=ResNet-101, Source Domain=Average over all domains2026.05 | 48.2 | 17.6 | 42.3 | 12.9 | 58.1 | 41.6 | 36.8 | |
| MDD+SCDABackbone=ResNet-101, Source Domain=Average over all domains2026.05 | 44.3 | 18.1 | 39 | 10.8 | 50.2 | 37.2 | 33.3 | |
| MIMTFLBackbone=ResNet-101, Source Domain=Average over all domains2026.05 | 38.2 | 13.7 | 31.9 | 7.2 | 45 | 32.8 | 28.1 | |
| CGDMBackbone=ResNet-101, Source Domain=Average over all domains2026.05 | 36 | 14 | 32.1 | 7.1 | 45.5 | 28.3 | 27.2 | |
| ResNet-101Backbone=ResNet-101, Source Domain=Average over all domains2026.05 | 34.4 | 15.3 | 31.3 | 7.4 | 40.4 | 30.5 | 26.6 |