Unsupervised Domain Adaptation on OfficeHome (test)
17.1WAcc-5 (A->C)PDA + VILL
Evaluation Results
| Method | Links | |||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PDA + VILLBackbone=CLIP-ResNet-502026.01 | 17.1 | 38.8 | 45.4 | 26.7 | 33.5 | 50.4 | 28.8 | 20.8 | 56.1 | 35.9 | 17.5 | 50.5 | 35.1 | 22.9 | 46.4 | 54.9 | 34.3 | 44.6 | 55.7 | 35.6 | 24 | 59.8 | 39.8 | 22.4 | 57.4 | 41.5 | 75 | |
| ATDOCBackbone=ResNet-502026.01 | 14.3 | 17.9 | 39.1 | 4.1 | 15.3 | 28 | 2.4 | 11.2 | 39.3 | 17.4 | 13.6 | 41.1 | 20.3 | 23.6 | 29.6 | 49.7 | 14.4 | 29.6 | 40.9 | 11.1 | 17 | 50.2 | 25.3 | 22.2 | 51.9 | 30.5 | 72.2 | |
| ATDOC + VILLBackbone=ResNet-502026.01 | 12.9 | 22.4 | 41.2 | 9.1 | 33.4 | 33 | 3.9 | 11.5 | 41.1 | 18.4 | 16.9 | 43.2 | 23.9 | 22.4 | 33.3 | 50.8 | 17.9 | 38.5 | 44.2 | 13.7 | 17.1 | 51 | 26.7 | 23.3 | 53.2 | 32.7 | 72.2 | |
| CDAN + VILLBackbone=ResNet-502026.01 | 12 | 28.7 | 44.7 | 15.6 | 23 | 27.1 | 17.5 | 6.5 | 40.3 | 38.7 | 24.6 | 43.1 | 26.8 | 19.9 | 36.8 | 49.2 | 25.9 | 34.1 | 36.4 | 25.7 | 13.8 | 49.8 | 44.1 | 29.8 | 49 | 34.5 | 67.9 | |
| MDD + VILLBackbone=ResNet-502026.01 | 10.5 | 20.9 | 43.8 | 10.2 | 23.7 | 24 | 18.1 | 10 | 37.2 | 33.4 | 24.2 | 44.1 | 25 | 18.3 | 33.7 | 51.3 | 15.9 | 31.1 | 35.6 | 26.2 | 14.3 | 46.3 | 40 | 29.6 | 50.3 | 32.7 | 67.8 | |
| PDABackbone=CLIP-ResNet-502026.01 | 9.9 | 36.6 | 48.9 | 24.3 | 40 | 45.3 | 26 | 12.2 | 55 | 34.7 | 14.3 | 46.9 | 32.8 | 15.7 | 44.8 | 57 | 33.4 | 49.9 | 53.3 | 34 | 17.9 | 59.3 | 38.6 | 18.7 | 54.7 | 39.8 | 74.5 | |
| CDANBackbone=ResNet-502026.01 | 9 | 15 | 34.6 | 13 | 10.8 | 16.1 | 11.5 | 3.5 | 39 | 28.4 | 21.8 | 41.3 | 20.3 | 15.9 | 25.2 | 42.2 | 21.6 | 20.9 | 29.8 | 18.7 | 9.7 | 48.2 | 35.7 | 27.5 | 48.9 | 28.7 | 68 | |
| MDDBackbone=ResNet-502026.01 | 7.5 | 16.3 | 35.2 | 10 | 4.9 | 19.7 | 15.7 | 5 | 37 | 30.9 | 23.4 | 40.9 | 20.5 | 17.4 | 30.7 | 45.6 | 16 | 20.6 | 31.1 | 23.8 | 12 | 46.1 | 37.1 | 28.6 | 48.4 | 29.8 | 68.9 |