Unsupervised Domain Adaptation on DomainNet 1.0 (test)
0.8389R->C AccuracySentry
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Sentry2023.11 | 0.8389 | 0.7672 | 0.7443 | 0.9061 | 0.7602 | 0.7947 | 0.9027 | 0.8291 | 0.756 | 0.9041 | 0.824 | 0.7398 | 0.8139 | |
| Ours+GSDEGSDE=true2023.11 | 0.8293 | 0.7916 | 0.8076 | 0.9192 | 0.7816 | 0.7998 | 0.9092 | 0.841 | 0.7916 | 0.903 | 0.8336 | 0.7607 | 0.8307 | |
| Ours (Baseline)GSDE=false2023.11 | 0.8072 | 0.7796 | 0.7971 | 0.9019 | 0.7561 | 0.7601 | 0.8926 | 0.8074 | 0.7697 | 0.8927 | 0.8265 | 0.7447 | 0.8113 | |
| InstaPBM2023.11 | 0.801 | 0.7587 | 0.7084 | 0.8967 | 0.7021 | 0.7276 | 0.896 | 0.7441 | 0.7219 | 0.87 | 0.7966 | 0.7175 | 0.7784 | |
| BIWAA-I2023.11 | 0.7993 | 0.7524 | 0.7535 | 0.8793 | 0.7207 | 0.7571 | 0.8887 | 0.7781 | 0.7666 | 0.8878 | 0.8049 | 0.7449 | 0.7944 | |
| COAL2023.11 | 0.7385 | 0.7537 | 0.705 | 0.8963 | 0.6998 | 0.7129 | 0.8981 | 0.6801 | 0.7049 | 0.8797 | 0.7321 | 0.7053 | 0.7589 | |
| UAN2023.11 | 0.711 | 0.689 | 0.671 | 0.8315 | 0.633 | 0.6466 | 0.8395 | 0.6535 | 0.6706 | 0.8222 | 0.7064 | 0.6809 | 0.7205 | |
| ETN2023.11 | 0.6922 | 0.7214 | 0.6363 | 0.8654 | 0.6533 | 0.6334 | 0.8504 | 0.6569 | 0.6878 | 0.8493 | 0.7217 | 0.6899 | 0.7399 | |
| BSP2023.11 | 0.6729 | 0.7347 | 0.6931 | 0.865 | 0.6752 | 0.709 | 0.8683 | 0.7033 | 0.6875 | 0.8434 | 0.724 | 0.7147 | 0.7409 | |
| MCD2023.11 | 0.6197 | 0.6933 | 0.5626 | 0.7978 | 0.5661 | 0.5366 | 0.8338 | 0.5831 | 0.6098 | 0.8174 | 0.5627 | 0.6678 | 0.6542 | |
| ResNet-50backbone=ResNet-502023.11 | 0.5884 | 0.6789 | 0.5308 | 0.767 | 0.5355 | 0.5306 | 0.8439 | 0.5555 | 0.6019 | 0.7462 | 0.546 | 0.5778 | 0.6252 | |
| BBSE2023.11 | 0.5538 | 0.6362 | 0.4744 | 0.6458 | 0.4218 | 0.4236 | 0.8155 | 0.4904 | 0.541 | 0.6854 | 0.4819 | 0.4607 | 0.5525 |