Multi-Source Domain Adaptation on DomainNet (test)
53.9Average AccuracyMulti-Prompt Alignment
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Multi-Prompt Alignmentadaptation_mode=continuous2022.09 | 53.9 | — | — | — | — | — | — | 64.9 | 46.6 | 61.8 | 10.2 | 82.5 | 57.5 | |
| Latent Subspace Tuningadaptation_mode=continuous2022.09 | 53.6 | — | — | — | — | — | — | 64.6 | 46.7 | 61.6 | 9.8 | 81.2 | 57.6 | |
| CLIPadaptation_mode=Zero-Shot2022.09 | 50.5 | — | — | — | — | — | — | 61.3 | 42 | 56.1 | 10.3 | 79.3 | 54.1 | |
| SImpAl101Setting=MS2021.03 | 48.6 | 66.4 | 26.5 | 56.6 | 18.9 | 68 | 55.5 | — | — | — | — | — | — | |
| MCCBackbone=ResNet-1012019.12 | 47.6 | 65.5 | 26 | 56.6 | 16.5 | 68 | 52.7 | — | — | — | — | — | — | |
| M³SDABackbone=ResNet-1012019.12 | 42.6 | 58.6 | 26 | 52.3 | 6.3 | 62.7 | 49.5 | — | — | — | — | — | — | |
| M³SDA-βSetting=MS2021.03 | 42.6 | 58.6 | 26 | 52.3 | 6.3 | 62.7 | 49.5 | — | — | — | — | — | — | |
| M³SDASetting=MS2021.03 | 41.5 | 57.2 | 24.2 | 51.6 | 5.2 | 61.6 | 49.6 | — | — | — | — | — | — | |
| MCDBackbone=ResNet-1012019.12 | 38.5 | 54.3 | 22.1 | 45.7 | 7.6 | 58.4 | 43.5 | — | — | — | — | — | — | |
| MCDSetting=SC2021.03 | 38.5 | 54.3 | 22.1 | 45.7 | 7.6 | 58.4 | 43.5 | — | — | — | — | — | — | |
| DCTNBackbone=ResNet-1012019.12 | 38.2 | 48.6 | 23.5 | 48.8 | 7.2 | 53.5 | 47.3 | — | — | — | — | — | — | |
| DCTNSetting=MS2021.03 | 38.2 | 48.6 | 23.5 | 48.8 | 7.2 | 53.5 | 47.3 | — | — | — | — | — | — | |
| ResNetBackbone=ResNet-1012019.12 | 32.9 | 47.6 | 13 | 38.1 | 13.3 | 51.9 | 33.7 | — | — | — | — | — | — | |
| Source OnlySetting=SC2021.03 | 32.9 | 47.6 | 13 | 38.1 | 13.3 | 51.9 | 33.7 | — | — | — | — | — | — | |
| MCDSetting=SB2021.03 | 32.2 | 42.6 | 19.6 | 42.6 | 3.8 | 50.5 | 33.8 | — | — | — | — | — | — | |
| ADDASetting=SC2021.03 | 32.2 | 47.5 | 11.4 | 36.7 | 14.7 | 49.1 | 33.5 | — | — | — | — | — | — | |
| DANSetting=SC2021.03 | 32.1 | 45.4 | 12.8 | 36.2 | 15.3 | 48.6 | 34 | — | — | — | — | — | — | |
| RTNSetting=SC2021.03 | 31.1 | 44.2 | 12.6 | 35.3 | 14.6 | 48.4 | 31.7 | — | — | — | — | — | — | |
| JANSetting=SC2021.03 | 29.6 | 40.9 | 11.1 | 35.4 | 12.1 | 45.8 | 32.3 | — | — | — | — | — | — | |
| DANSetting=SB2021.03 | 28.6 | 39.1 | 11.4 | 33.3 | 16.2 | 42.1 | 29.7 | — | — | — | — | — | — | |
| ADDASetting=SB2021.03 | 28.4 | 39.5 | 14.5 | 29.1 | 14.9 | 41.9 | 30.7 | — | — | — | — | — | — | |
| JANSetting=SB2021.03 | 26.7 | 35.3 | 9.1 | 32.5 | 14.3 | 43.1 | 25.7 | — | — | — | — | — | — | |
| Source OnlySetting=SB2021.03 | 26.4 | 39.6 | 8.2 | 33.9 | 11.8 | 41.6 | 23.1 | — | — | — | — | — | — | |
| RTNSetting=SB2021.03 | 26.3 | 35.3 | 10.7 | 31.7 | 13.1 | 40.6 | 26.5 | — | — | — | — | — | — |