Classification on ImageCLEF
0.881I -> P RateReOT
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ReOTSetting=PDA2026.05 | 0.881 | 0.943 | 0.981 | 0.938 | 0.88 | 0.979 | 0.934 | — | — | |
| MULSetting=PDA2026.05 | 0.875 | 0.922 | 0.981 | 0.946 | 0.876 | 0.985 | 0.931 | — | — | |
| PLSCSetting=PDA2026.05 | 0.85 | 0.973 | 0.983 | 0.963 | 0.78 | 0.99 | 0.923 | — | — | |
| DMPSetting=PDA2026.05 | 0.824 | 0.945 | 0.967 | 0.943 | 0.787 | 0.964 | 0.905 | — | — | |
| Acc. (avg.)Backbone=ViT-Base2026.04 | 0.819 | 0.957 | 0.978 | 0.966 | 0.795 | 0.971 | — | -0.13 | -0.12 | |
| PADASetting=PDA2026.05 | 0.817 | 0.921 | 0.946 | 0.898 | 0.777 | 0.941 | 0.883 | — | — | |
| Acc. (avg.)Backbone=DeiT-Small2026.04 | 0.808 | 0.952 | 0.975 | 0.937 | 0.783 | 0.975 | — | -0.17 | -0.11 | |
| SAFNSetting=PDA2026.05 | 0.795 | 0.907 | 0.93 | 0.903 | 0.778 | 0.94 | 0.875 | — | — | |
| HAFNSetting=PDA2026.05 | 0.791 | 0.877 | 0.937 | 0.903 | 0.778 | 0.947 | 0.872 | — | — | |
| DANNSetting=PDA2026.05 | 0.781 | 0.863 | 0.913 | 0.84 | 0.721 | 0.903 | 0.837 | — | — | |
| Acc. (avg.)Backbone=ResNet-502026.04 | 0.779 | 0.9 | 0.959 | 0.907 | 0.76 | 0.937 | — | -0.17 | -0.12 | |
| CD3ABackbone=ResNet-502019.07 | 0.775 | 0.887 | 0.968 | 0.932 | 0.783 | 0.947 | 0.882 | — | — | |
| CDANBackbone=ResNet-502019.07 | 0.772 | 0.883 | 0.983 | 0.907 | 0.767 | 0.94 | 0.875 | — | — | |
| JANBackbone=ResNet-502019.07 | 0.768 | 0.88 | 0.947 | 0.895 | 0.742 | 0.917 | 0.858 | — | — | |
| RTNBackbone=ResNet-502019.07 | 0.756 | 0.868 | 0.953 | 0.869 | 0.727 | 0.922 | 0.849 | — | — | |
| DANBackbone=ResNet-502019.07 | 0.75 | 0.862 | 0.933 | 0.841 | 0.698 | 0.913 | 0.833 | — | — | |
| GRLBackbone=ResNet-502019.07 | 0.75 | 0.86 | 0.962 | 0.87 | 0.743 | 0.915 | 0.85 | — | — | |
| MADABackbone=ResNet-502019.07 | 0.75 | 0.879 | 0.96 | 0.888 | 0.752 | 0.922 | 0.858 | — | — | |
| ResNetBackbone=ResNet-502019.07 | 0.748 | 0.839 | 0.915 | 0.78 | 0.655 | 0.912 | 0.807 | — | — | |
| PASBackbone=ViT-Base2026.04 | 0.0036 | 0.0038 | 0.004 | 0.003 | 0.0026 | 0.0036 | — | 0.84 | 0.83 | |
| PASBackbone=DeiT-Small2026.04 | 0.0033 | 0.0032 | 0.0034 | 0.0026 | 0.0024 | 0.003 | — | 0.83 | 0.83 | |
| PASBackbone=ResNet-502026.04 | 0.003 | 0.0027 | 0.003 | 0.0024 | 0.0022 | 0.0025 | — | 0.84 | 0.71 | |
| Oracle*Backbone=ViT-Base2026.04 | 0.0029 | 0.0037 | 0.0039 | 0.003 | 0.0021 | 0.0035 | — | 0.84 | 0.83 | |
| Oracle*Backbone=DeiT-Small2026.04 | 0.0025 | 0.0031 | 0.0033 | 0.0024 | 0.0017 | 0.0029 | — | 0.83 | 0.83 | |
| Oracle*Backbone=ResNet-502026.04 | 0.002 | 0.0025 | 0.0029 | 0.002 | 0.0011 | 0.0024 | — | 0.84 | 0.71 | |
| MMD (neg.)Backbone=DeiT-Small2026.04 | -0.0002 | -0.0002 | -0.0007 | -0.0007 | -0.0008 | -0.0008 | — | -0.07 | -0.11 | |
| MMD (neg.)Backbone=ResNet-502026.04 | -0.0002 | -0.0002 | -0.0007 | -0.0007 | -0.001 | -0.001 | — | -0.24 | -0.12 | |
| MMD (neg.)Backbone=ViT-Base2026.04 | -0.0002 | -0.0002 | -0.0008 | -0.0008 | -0.001 | -0.001 | — | -0.14 | -0.12 | |
| A-distance (neg.)Backbone=ViT-Base2026.04 | -0.0066 | -0.0066 | -0.0148 | -0.0148 | -0.0171 | -0.0171 | — | 0.55 | 0.54 | |
| A-distance (neg.)Backbone=ResNet-502026.04 | -0.0081 | -0.0081 | -0.0158 | -0.0158 | -0.0173 | -0.0173 | — | 0.22 | 0.49 | |
| A-distance (neg.)Backbone=DeiT-Small2026.04 | -0.0081 | -0.0081 | -0.0142 | -0.0142 | -0.0175 | -0.0175 | — | 0.41 | 0.52 |