Domain Adaptation Classification on Office-31 (test)
97A -> W AccuracyCADA-P
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| CADA-PBackbone=ResNet-502019.06 | 97 | 99.3 | 100 | 95.6 | 71.5 | 73.1 | 89.5 | |
| CADA-ABackbone=ResNet-502019.06 | 96.8 | 99 | 99.8 | 93.4 | 71.7 | 70.5 | 88.5 | |
| MCCBackbone=ResNet-502019.12 | 95.5 | 98.6 | 100 | 94.4 | 72.9 | 74.9 | 89.4 | |
| MDDBackbone=ResNet-502019.12 | 94.5 | 98.4 | 100 | 93.5 | 74.6 | 72.2 | 88.9 | |
| CDANBackbone=ResNet-502019.12 | 94.1 | 98.6 | 100 | 92.9 | 71 | 69.3 | 87.7 | |
| CADA-WBackbone=ResNet-502019.06 | 93.9 | 99.1 | 99.6 | 93.2 | 68.9 | 68.3 | 87.2 | |
| CDANBackbone=ResNet-502019.06 | 93.1 | 98.6 | 100 | 93.4 | 71 | 70.3 | 87.7 | |
| ETDBackbone=ResNet-502021.03 | 92.1 | 100 | 100 | 88 | 71 | 67.8 | 86.2 | |
| CATBackbone=ResNet-502021.03 | 91.1 | 98.6 | 99.6 | 90.6 | 70.4 | 66.5 | 86.1 | |
| MADABackbone=ResNet-502019.06 | 90 | 97.4 | 99.6 | 87.8 | 70.3 | 66.4 | 85.2 | |
| GTABackbone=ResNet-502019.06 | 89.5 | 97.9 | 99.8 | 87.7 | 72.8 | 71.4 | 86.5 | |
| GTABackbone=ResNet-502019.12 | 89.5 | 97.9 | 99.8 | 87.7 | 72.8 | 71.4 | 86.5 | |
| DWLBackbone=ResNet-502021.03 | 89.2 | 99.2 | 100 | 91.2 | 73.1 | 69.8 | 87.1 | |
| AFNBackbone=ResNet-502019.12 | 88.8 | 98.4 | 99.8 | 87.7 | 69.8 | 69.7 | 85.7 | |
| SimNetBackbone=ResNet-502019.06 | 88.6 | 98.2 | 99.7 | 85.2 | 73.4 | 71.6 | 86.2 | |
| DAAABackbone=ResNet-502019.06 | 86.8 | 99.3 | 100 | 88.8 | 74.3 | 73.9 | 87.2 | |
| ADDABackbone=ResNet-502019.06 | 86.2 | 96.2 | 98.4 | 77.8 | 69.5 | 68.9 | 82.9 | |
| ADDABackbone=ResNet-502021.03 | 86.2 | 96.2 | 98.4 | 77.8 | 69.5 | 68.9 | 82.9 | |
| JANBackbone=ResNet-502019.06 | 85.4 | 97.4 | 99.8 | 84.7 | 68.6 | 70 | 84.3 | |
| JANBackbone=ResNet-502019.12 | 85.4 | 97.4 | 99.8 | 84.7 | 68.6 | 70 | 84.3 | |
| RTNBackbone=ResNet-502019.06 | 84.5 | 96.8 | 99.4 | 77.5 | 66.2 | 64.8 | 81.6 | |
| RTNBackbone=ResNet-502019.12 | 84.5 | 96.8 | 99.4 | 77.5 | 66.2 | 64.8 | 81.6 | |
| DANNBackbone=ResNet-502021.03 | 82.6 | 96.9 | 99.3 | 81.5 | 68.4 | 67.5 | 82.7 | |
| DANNBackbone=ResNet-502019.06 | 82 | 96.9 | 99.1 | 79.7 | 68.2 | 67.4 | 82.2 | |
| DANNBackbone=ResNet-502019.12 | 82 | 96.9 | 99.1 | 79.7 | 68.2 | 67.4 | 82.2 | |
| DANBackbone=ResNet-502019.06 | 80.5 | 97.1 | 99.6 | 78.6 | 63.6 | 62.8 | 80.4 | |
| DANBackbone=ResNet-502019.12 | 80.5 | 97.1 | 99.6 | 78.6 | 63.6 | 62.8 | 80.4 | |
| DANBackbone=ResNet-502021.03 | 80.5 | 97.1 | 99.6 | 78.6 | 63.6 | 62.8 | 80.4 | |
| ResNet-50Backbone=ResNet-502019.06 | 68.4 | 96.7 | 99.3 | 68.9 | 62.5 | 60.7 | 76.1 | |
| ResNetBackbone=ResNet-502019.12 | 68.4 | 96.7 | 99.3 | 68.9 | 62.5 | 60.7 | 76.1 | |
| ResNet50Backbone=ResNet-502021.03 | 68.4 | 96.7 | 99.3 | 68.9 | 62.5 | 60.7 | 76.1 |