Unsupervised Domain Adaptation on DomainNet (test) (Few-Shot)
48.6Accuracy (Real -> Clipart, 1-shot)BrAD
Evaluation results
| Method | Links | ||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BrADProtocol=Linear Classifier2021.12 | 48.6 | 60.6 | 55.1 | 62.8 | 52.8 | 61.6 | 44.6 | 56.6 | 47.8 | 63.6 | — | — | — | — | 47.9 | 59.8 | 51 | 61 | 49.7 | 60.8 | |
| BrADProtocol=kNN2021.12 | 46.4 | 57.6 | 52 | 59.4 | 50.5 | 58.9 | 45.1 | 55.3 | 49.3 | 61.3 | — | — | — | — | 48.3 | 56.4 | 49 | 59.3 | 48.6 | 58.3 | |
| BrAD (pairwise)Protocol=Linear Classifier2021.12 | 44 | 51.4 | 50.1 | 58.9 | 47 | 55.6 | 35.7 | 42.5 | 44.5 | 62.1 | — | — | — | — | 35.3 | 45 | 35.6 | 45 | 41.8 | 51.5 | |
| BrAD (pairwise)Protocol=kNN2021.12 | 43.6 | 49.5 | 50.4 | 57 | 41.7 | 47.9 | 35.9 | 41 | 44.2 | 60.7 | — | — | — | — | 34.5 | 42.4 | 36.1 | 45.5 | 40.9 | 49.1 | |
| PCS2021.12 | 39 | 45.2 | 51.7 | 59.1 | 39.8 | 41.9 | 26.4 | 41 | 38.8 | 66.6 | — | — | — | — | 23.7 | 31.9 | 23.6 | 37.4 | 34.7 | 46.1 | |
| CDS+MME+ENT2021.12 | 35.4 | 47.4 | 36.7 | 52.8 | 33.4 | 43.2 | 25.6 | 41.2 | 29.4 | 56.4 | — | — | — | — | 19.3 | 37.5 | 22.5 | 41.1 | 28.9 | 45.6 | |
| CDS+SRDC+ENT2021.12 | 23.1 | 36.6 | 40 | 54 | 22.2 | 35.5 | 24.1 | 38.1 | 35.1 | 57.6 | — | — | — | — | 18.8 | 35.4 | 25.2 | 45.1 | 26.9 | 43.2 | |
| Source-Only baseline2021.12 | 18.4 | 30.2 | 30.6 | 44.2 | 16.7 | 25.7 | 16.2 | 24.6 | 28.9 | 49.8 | — | — | — | — | 12.7 | 24.2 | 10.5 | 23.2 | 19.1 | 31.7 | |
| CAN2021.12 | 18.3 | 28.1 | 22.1 | 33.5 | 16.7 | 25 | 13.2 | 24.7 | 23.9 | 46.9 | — | — | — | — | 11.1 | 23.3 | 12.1 | 20.1 | 16.8 | 28.8 | |
| MDDIA2021.12 | 18 | 41.4 | 30.6 | 50.7 | 15.9 | 37.4 | 15.4 | 31.4 | 27.4 | 52.9 | — | — | — | — | 9.3 | 23.1 | 10.2 | 24.1 | 18.1 | 37.3 | |
| CDAN2021.12 | 16 | 30 | 25.7 | 40.1 | 12.9 | 21.7 | 12.6 | 21.4 | 19.5 | 40.8 | — | — | — | — | 7.2 | 17.1 | 8 | 19.7 | 14.6 | 27.3 | |
| MME2021.12 | 13.8 | 22.8 | 29.2 | 46.5 | 9.7 | 14.5 | 16 | 25.1 | 26 | 50 | — | — | — | — | 13.4 | 20.1 | 14.4 | 24.9 | 17.5 | 29.1 |