Classification on ImageCLEF 2014 (test)
80.7Acc (I->P)CKB-MMD
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| CKB-MMDBackbone=ResNet-502022.04 | 80.7 | 92.2 | 96.5 | 92.2 | 79.9 | 96.7 | 89.7 | |
| DALNBackbone=ResNet-502022.04 | 80.5 | 93.8 | 97.5 | 92.8 | 78.3 | 95 | 89.7 | |
| MCC+NWDBackbone=ResNet-50, Regularizer=NWD2022.04 | 79.8 | 94.5 | 98 | 94.2 | 80 | 97.5 | 90.7 | |
| MDD+NWDBackbone=ResNet-50, Regularizer=NWD2022.04 | 78.9 | 91.7 | 97.5 | 91.7 | 78.9 | 95.4 | 89 | |
| DADABackbone=ResNet-50, Reproduced=true2022.04 | 78.7 | 92.3 | 97.2 | 91.6 | 78.5 | 95.3 | 88.9 | |
| SCDABackbone=ResNet-50, Reproduced=true2022.04 | 78.7 | 91.8 | 96.7 | 92.8 | 78.5 | 95.2 | 89 | |
| TSABackbone=ResNet-50, Reproduced=true2022.04 | 78.6 | 92.8 | 97 | 92.8 | 79 | 95.2 | 89.2 | |
| CDAN+NWDBackbone=ResNet-50, Regularizer=NWD2022.04 | 78.6 | 92.5 | 97.2 | 91.7 | 79.3 | 94.6 | 89 | |
| MCCBackbone=ResNet-50, Reproduced=true2022.04 | 78.3 | 94.5 | 97.3 | 92.3 | 77.3 | 96.3 | 89.3 | |
| GVB-GDBackbone=ResNet-50, Reproduced=true2022.04 | 78.2 | 92.7 | 96.5 | 91.5 | 78.2 | 95 | 88.7 | |
| SWDBackbone=ResNet-502022.04 | 78.1 | 89.6 | 95.2 | 89.3 | 73.4 | 92.8 | 86.4 | |
| DANN+NWDBackbone=ResNet-50, Regularizer=NWD2022.04 | 78 | 89.2 | 97.3 | 93.3 | 78.5 | 92 | 88.1 | |
| CDANBackbone=ResNet-502022.04 | 77.7 | 90.7 | 97.7 | 91.3 | 74.2 | 94.3 | 87.7 | |
| MCDBackbone=ResNet-502022.04 | 77.3 | 89.2 | 92.7 | 88.2 | 71 | 92.3 | 85.1 | |
| MDDBackbone=ResNet-50, Reproduced=true2022.04 | 77.3 | 90.2 | 96.8 | 89.5 | 77.6 | 94.2 | 87.6 | |
| BNMBackbone=ResNet-502022.04 | 77.2 | 91.2 | 96.2 | 91.7 | 75.7 | 96.7 | 88.1 | |
| WDGRLBackbone=ResNet-50, Reproduced=true2022.04 | 76.8 | 87 | 91.7 | 87.2 | 75.2 | 90.3 | 84.7 | |
| DANNBackbone=ResNet-502022.04 | 75 | 86 | 96.2 | 87 | 74.3 | 91.5 | 85 | |
| ResNet-50Backbone=ResNet-502022.04 | 74.8 | 83.9 | 91.5 | 78 | 65.5 | 91.2 | 80.7 | |
| CD3ABackbone=AlexNet, Unsupervised domain adaptation=true2019.07 | 69.3 | 81.5 | 91.3 | 81.6 | 65.9 | 90.2 | 80 | |
| D3ABackbone=AlexNet, Unsupervised domain adaptation=true, Monte Carlo samples=122019.07 | 69.1 | 80.9 | 91 | 81.5 | 66.2 | 90 | 79.8 | |
| MADABackbone=AlexNet, Unsupervised domain adaptation=true2019.07 | 68.3 | 83 | 91 | 80.7 | 63.8 | 92.2 | 79.8 | |
| RTNBackbone=AlexNet, Unsupervised domain adaptation=true2019.07 | 67.4 | 82.3 | 89.5 | 78 | 63 | 90.1 | 78.4 | |
| DANBackbone=AlexNet, Unsupervised domain adaptation=true2019.07 | 67.3 | 80.5 | 87.7 | 76 | 61.6 | 88.4 | 76.9 | |
| GRLBackbone=AlexNet, Unsupervised domain adaptation=true2019.07 | 66.5 | 81.8 | 89 | 79.8 | 63.5 | 88.7 | 78.2 | |
| AlexNetBackbone=AlexNet, Unsupervised domain adaptation=true2019.07 | 66.2 | 70 | 84.3 | 71.3 | 59.3 | 84.5 | 73.9 |