Classification on Office31 A → D,W
90.1AccuracyAMEAN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AMEANBackbone=ResNet-502019.07 | 90.1 | — | 5.8 | |
| AMEANBackbone=ResNet-50, Setup=BTDA2019.07 | 89.8 | — | — | |
| JANBackbone=ResNet-50, Setup=BTDA2019.07 | 84.6 | -0.8 | — | |
| RTNBackbone=ResNet-502019.07 | 84.3 | — | 2.3 | |
| JANBackbone=ResNet-502019.07 | 84.2 | — | -1.2 | |
| RTNBackbone=ResNet-50, Setup=BTDA2019.07 | 84.1 | 2.9 | — | |
| RevGradBackbone=ResNet-50, Setup=BTDA2019.07 | 79 | -2.3 | — | |
| RevGradBackbone=ResNet-502019.07 | 78.2 | — | -3.3 | |
| DANBackbone=ResNet-502019.07 | 78 | — | -2.1 | |
| DANBackbone=ResNet-50, Setup=BTDA2019.07 | 77.9 | -2 | — | |
| AMEANBackbone=AlexNet, Evaluation Setup=BTDA2019.07 | 74.9 | — | — | |
| AMEANBackbone=AlexNet2019.07 | 74.5 | — | 0.4 | |
| RevGradBackbone=AlexNet, Evaluation Setup=BTDA2019.07 | 74.1 | 0 | 1 | |
| RevGradBackbone=AlexNet2019.07 | 74.1 | — | 0.9 | |
| JANBackbone=AlexNet2019.07 | 73.7 | — | -0.3 | |
| JANBackbone=AlexNet, Evaluation Setup=BTDA2019.07 | 73.5 | 0 | -0.1 | |
| RTNBackbone=AlexNet2019.07 | 71.6 | — | -1.1 | |
| RTNBackbone=AlexNet, Evaluation Setup=BTDA2019.07 | 70.7 | 0 | -1.7 | |
| Source onlyBackbone=ResNet-50, Setup=BTDA2019.07 | 68.7 | 0 | — | |
| Source onlyBackbone=ResNet-502019.07 | 68.6 | — | 0 | |
| DANBackbone=AlexNet, Evaluation Setup=BTDA2019.07 | 68.2 | 0 | 0 | |
| DANBackbone=AlexNet2019.07 | 68.2 | — | -0.2 | |
| Source onlyBackbone=AlexNet, Evaluation Setup=BTDA2019.07 | 62.7 | 0 | 0 | |
| Source onlyBackbone=AlexNet2019.07 | 62.4 | — | 0 |