Multiple Instance Learning Classification on RCC
0.986AUCMR-CATE
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MR-CATEk=8, #P=0.842025.05 | 0.986 | 0.891 | 0.907 | |
| MR-TransMILk=16, #P=2.012025.05 | 0.986 | 0.893 | 0.912 | |
| MR-CATEk=16, #P=0.842025.05 | 0.986 | 0.898 | 0.916 | |
| TransMILk=16, #P=2.412025.05 | 0.984 | 0.893 | 0.909 | |
| MR-ABMILk=16, #P=0.102025.05 | 0.983 | 0.891 | 0.911 | |
| RRTMILk=16, #P=2.442025.05 | 0.983 | 0.869 | 0.888 | |
| MR-CATEk=4, #P=0.842025.05 | 0.982 | 0.887 | 0.905 | |
| MR-ABMILk=8, #P=0.102025.05 | 0.981 | 0.876 | 0.896 | |
| TransMILk=8, #P=2.412025.05 | 0.979 | 0.865 | 0.884 | |
| MR-TransMILk=8, #P=2.012025.05 | 0.979 | 0.867 | 0.891 | |
| CATEk=16, #P=1.932025.05 | 0.979 | 0.874 | 0.893 | |
| CATEk=8, #P=1.932025.05 | 0.978 | 0.864 | 0.883 | |
| MR-RRTMILk=8, #P=2.042025.05 | 0.978 | 0.863 | 0.878 | |
| MR-RRTMILk=16, #P=2.042025.05 | 0.978 | 0.865 | 0.889 | |
| MR-DGRMILk=16, #P=3.292025.05 | 0.977 | 0.88 | 0.903 | |
| MR-DGRMILk=8, #P=3.292025.05 | 0.976 | 0.851 | 0.879 | |
| ViLaMILk=16, #P=40.72025.05 | 0.974 | 0.855 | 0.879 | |
| MR-TransMILk=4, #P=2.012025.05 | 0.97 | 0.84 | 0.874 | |
| RRTMILk=8, #P=2.442025.05 | 0.97 | 0.852 | 0.869 | |
| CATEk=4, #P=1.932025.05 | 0.969 | 0.839 | 0.865 | |
| ViLaMILk=8, #P=40.72025.05 | 0.968 | 0.862 | 0.88 | |
| MR-RRTMILk=4, #P=2.042025.05 | 0.967 | 0.825 | 0.861 | |
| DGRMILk=8, #P=4.082025.05 | 0.967 | 0.868 | 0.887 | |
| MR-ABMILk=4, #P=0.102025.05 | 0.965 | 0.855 | 0.878 | |
| TransMILk=4, #P=2.412025.05 | 0.965 | 0.835 | 0.866 | |
| DGRMILk=4, #P=4.082025.05 | 0.964 | 0.853 | 0.874 | |
| MR-CATEk=2, #P=0.842025.05 | 0.96 | 0.824 | 0.853 | |
| ViLaMILk=4, #P=40.72025.05 | 0.96 | 0.817 | 0.855 | |
| RRTMILk=4, #P=2.442025.05 | 0.96 | 0.816 | 0.847 | |
| MR-DGRMILk=4, #P=3.292025.05 | 0.958 | 0.832 | 0.863 | |
| DGRMILk=16, #P=4.082025.05 | 0.948 | 0.863 | 0.887 | |
| CATEk=2, #P=1.932025.05 | 0.947 | 0.817 | 0.84 | |
| ABMILk=16, #P=0.262025.05 | 0.947 | 0.81 | 0.828 | |
| DGRMILk=2, #P=4.082025.05 | 0.937 | 0.778 | 0.816 | |
| MR-TransMILk=2, #P=2.012025.05 | 0.935 | 0.771 | 0.817 | |
| MR-DGRMILk=2, #P=3.292025.05 | 0.927 | 0.758 | 0.807 | |
| MR-ABMILk=2, #P=0.102025.05 | 0.926 | 0.781 | 0.818 | |
| TransMILk=2, #P=2.412025.05 | 0.925 | 0.751 | 0.796 | |
| ABMILk=8, #P=0.262025.05 | 0.918 | 0.766 | 0.791 | |
| RRTMILk=2, #P=2.442025.05 | 0.916 | 0.741 | 0.78 | |
| MR-RRTMILk=2, #P=2.042025.05 | 0.916 | 0.745 | 0.787 | |
| ViLaMILk=2, #P=40.72025.05 | 0.903 | 0.745 | 0.797 | |
| ABMILk=4, #P=0.262025.05 | 0.893 | 0.742 | 0.767 | |
| ABMILk=2, #P=0.262025.05 | 0.844 | 0.632 | 0.647 |