Table 3 Accuracy (%) of unsupervised multi-source domain adaptation on DomainNet
From: A framework for self-supervised federated domain adaptation
Methods | Target | ||||||
|---|---|---|---|---|---|---|---|
Clipart | Infograph | Painting | Quickdraw | Real | Sketch | Avg | |
Upper and lower bounds | |||||||
 Oracle | 69.3 | 34.5 | 66.3 | 66.8 | 80.1 | 60.7 | 63.0 |
 Source-only | 47.6 | 13.0 | 38.1 | 13.3 | 51.9 | 33.7 | 32.9 |
Common multi-source domain adaptation | |||||||
 DAN | 48.4 | 14.8 | 40.2 | 15.3 | 53.9 | 34.0 | 34.5 |
 M3SDA | 58.6 | 26.0 | 52.3 | 6.3 | 62.7 | 49.5 | 42.6 |
 DANN | 52.5 | 11.1 | 42.0 | 14.7 | 52.9 | 38.1 | 35.2 |
Decentralized multi-source domain adaptation | |||||||
 FADA | 52.3 | 16.3 | 41.9 | 13.9 | 52.7 | 36.8 | 35.7 |
 SFDA | 57.67 | 17.57 | 45.69 | 13.08 | 51.65 | 48.68 | 39.06 |