Table 2.
Performance of Sii as an addition to other MIL models with 95% CI
| Methods | AUC | Accuracy |
|---|---|---|
| ABMIL [21] | 0.8375 [0.8349, 0.8419] | 0.8372 [0.8353, 0.8404] |
| Sii+ABMIL | 0.9225 [0.9202, 0.9243] | 0.8915 [0.8895, 0.8938] |
| CLAM [22] | 0.8319 [0.8298, 0.8367] | 0.8295 [0.8274, 0.8326] |
| Sii+CLAM | 0.8747 [0.8711, 0.8772] | 0.8527 [0.8494, 0.8543] |
| DTFD-MIL | 0.8452 [0.8416, 0.8480] | 0.8217 [0.8175, 0.8229] |
| Sii+DTFD-MIL | 0.8630 [0.8592, 0.8655] | 0.8527 [0.8509, 0.8558] |
| TransMIL | 0.8926 [0.8889, 0.8939] | 0.8759 [0.8723, 0.8768] |
| Sii+TransMIL | 0.8676 [0.8672, 0.8731] | 0.8450 [0.8431, 0.8481] |