Image Classification on ImageCLEF-DA
81Accuracy (I -> P)ETD
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| ETDBackbone=ResNet-502021.07 | 81 | 91.7 | 97.9 | 93.3 | 79.5 | 95 | 89.7 | |
| DMPBackbone=ResNet-502021.07 | 80.7 | 92.5 | 97.2 | 90.5 | 77.7 | 96.2 | 89.1 | |
| CKBBackbone=ResNet-502021.07 | 80.7 | 93.7 | 97 | 93.5 | 79.2 | 97 | 90.2 | |
| CKB+MMDBackbone=ResNet-502021.07 | 80.7 | 92.2 | 96.5 | 92.2 | 79.9 | 96.7 | 89.7 | |
| MDDABackbone=ResNet-502019.09 | 79.8 | 91.5 | 95.7 | 92 | 78.8 | 95.5 | 88.9 | |
| MEDMBackbone=ResNet-50, Evaluation Protocol=Unsupervised Domain Adaptation2020.02 | 78.5 | 93 | 98.1 | 92.8 | 77.2 | 95.5 | 88.9 | |
| CDANBackbone=ResNet-502019.09 | 78.3 | 91.2 | 96.7 | 91.2 | 77.2 | 93.7 | 88.1 | |
| CANBackbone=ResNet-502019.09 | 78.2 | 87.5 | 94.2 | 89.5 | 75.8 | 89.2 | 85.7 | |
| DDANBackbone=ResNet-502019.09 | 78 | 91 | 94 | 91 | 76 | 92.7 | 87.2 | |
| CDANBackbone=ResNet-50, Evaluation Protocol=Unsupervised Domain Adaptation2020.02 | 77.7 | 90.7 | 97.7 | 91.3 | 74.2 | 94.3 | 87.7 | |
| CDAN+EBackbone=ResNet-502021.07 | 77.7 | 90.7 | 97.7 | 91.3 | 74.2 | 94.3 | 87.7 | |
| TCABackbone=ResNet-502019.09 | 77.5 | 80.8 | 93.2 | 89.3 | 74.5 | 83.7 | 83.2 | |
| JANBackbone=ResNet2016.05 | 76.8 | 88 | 94.7 | 89.5 | 74.2 | 91.7 | 85.8 | |
| SVMBackbone=ResNet-502019.09 | 76.8 | 80.2 | 91.2 | 86 | 73.2 | 85.8 | 82.2 | |
| JANBackbone=ResNet-502019.09 | 76.8 | 88 | 94.7 | 89.5 | 74.2 | 91.7 | 85.8 | |
| KGOTBackbone=ResNet-502021.07 | 76.3 | 83.3 | 93.5 | 87.5 | 74.8 | 89 | 84.1 | |
| RTNBackbone=ResNet-50, Evaluation Protocol=Unsupervised Domain Adaptation2020.02 | 75.6 | 86.8 | 95.3 | 86.9 | 72.7 | 92.2 | 84.9 | |
| GFKBackbone=ResNet-502019.09 | 75.5 | 78 | 93 | 86.3 | 73.3 | 82.3 | 81.4 | |
| JDABackbone=ResNet-502019.09 | 75.3 | 77.8 | 94 | 90.8 | 73.6 | 83.5 | 82.5 | |
| DANNBackbone=ResNet-502019.09 | 75 | 86 | 96.2 | 87 | 74.3 | 91.5 | 85 | |
| DANBackbone=ResNet-50, Evaluation Protocol=Unsupervised Domain Adaptation2020.02 | 75 | 86.2 | 93.3 | 84.1 | 69.8 | 91.3 | 83.3 | |
| RevGradBackbone=ResNet-50, Evaluation Protocol=Unsupervised Domain Adaptation2020.02 | 75 | 86 | 96.2 | 87 | 74.3 | 91.5 | 85 | |
| MADABackbone=ResNet-50, Evaluation Protocol=Unsupervised Domain Adaptation2020.02 | 75 | 87.9 | 96 | 88.8 | 75.2 | 92.2 | 85.8 | |
| DANNBackbone=ResNet-502021.07 | 75 | 86 | 96.2 | 87 | 74.3 | 91.5 | 85 | |
| ResNetBackbone=ResNet2016.05 | 74.8 | 83.9 | 91.5 | 78 | 65.5 | 91.2 | 80.7 | |
| ResNetBackbone=ResNet-502019.09 | 74.8 | 83.9 | 91.5 | 78 | 65.5 | 91.2 | 80.7 | |
| 1NNBackbone=ResNet-502019.09 | 74.8 | 74 | 89 | 83.5 | 71.3 | 76.2 | 78.1 | |
| SourceBackbone=ResNet-502021.07 | 74.8 | 83.9 | 91.5 | 78 | 65.5 | 91.2 | 80.7 | |
| RTNBackbone=ResNet2016.05 | 74.6 | 85.8 | 94.3 | 85.9 | 71.7 | 91.2 | 83.9 | |
| DANBackbone=ResNet2016.05 | 74.5 | 82.2 | 92.8 | 86.3 | 69.2 | 89.8 | 82.5 | |
| DANBackbone=ResNet-502019.09 | 74.5 | 82.2 | 92.8 | 86.3 | 69.2 | 89.8 | 82.5 | |
| DANBackbone=ResNet-502021.07 | 74.5 | 82.2 | 92.8 | 86.3 | 69.2 | 89.8 | 82.5 | |
| CORALBackbone=ResNet-502019.09 | 73.7 | 71.3 | 88.7 | 83 | 71.5 | 72 | 76.7 | |
| RTNBackbone=AlexNet2016.05 | 67.4 | 81.3 | 89.5 | 78 | 62 | 89.1 | 77.9 | |
| DANBackbone=AlexNet2016.05 | 67.3 | 80.5 | 87.7 | 76 | 61.6 | 88.4 | 76.9 | |
| JANBackbone=AlexNet2016.05 | 67.2 | 82.8 | 91.3 | 80 | 63.5 | 91 | 79.3 | |
| AlexNetBackbone=AlexNet2016.05 | 66.2 | 70 | 84.3 | 71.3 | 59.3 | 84.5 | 73.9 |