Survival Prediction on NSCLC natural missingness patterns (5-fold CV)
0.733C-ixConcatODST
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ConcatODSTModalities=WSI+Tabular, Fusion Strategy=Intermediate Fusion2026.01 | 0.733 | 0.7004 | 0.7868 | |
| ConcatODST*Modalities=WSI+Tabular, Fusion Strategy=Early Fusion2026.01 | 0.7063 | 0.6677 | 0.7534 | |
| ConcatODSTModalities=WSI+CT+Tabular, Fusion Strategy=Intermediate Fusion2026.01 | 0.6877 | 0.6568 | 0.7088 | |
| RSF (best ML)Modalities=Tabular, Fusion Strategy=Unimodal2026.01 | 0.6747 | 0.7528 | 0.6239 | |
| NAIM+ODST2Modalities=WSI+Tabular, Fusion Strategy=Late Fusion2026.01 | 0.6744 | 0.6719 | 0.7035 | |
| ConcatODST*Modalities=WSI+CT+Tabular, Fusion Strategy=Early Fusion2026.01 | 0.6656 | 0.6387 | 0.6958 | |
| NAIM+ODST3Modalities=WSI+CT+Tabular, Fusion Strategy=Late Fusion2026.01 | 0.6651 | 0.6297 | 0.6952 | |
| NAIM+ODST2Modalities=WSI+CT, Fusion Strategy=Late Fusion2026.01 | 0.6647 | 0.6346 | 0.7284 | |
| ConcatODST*Modalities=WSI+CT, Fusion Strategy=Early Fusion2026.01 | 0.661 | 0.643 | 0.6629 | |
| NAIM+ODSTModalities=Tabular, Fusion Strategy=Unimodal2026.01 | 0.66 | 0.6356 | 0.7273 | |
| ConcatODST*Modalities=CT+Tabular, Fusion Strategy=Early Fusion2026.01 | 0.6569 | 0.6357 | 0.7188 | |
| RSF (best ML)Modalities=WSI, Fusion Strategy=Unimodal2026.01 | 0.6547 | 0.6268 | 0.6251 | |
| ConcatODSTModalities=CT+Tabular, Fusion Strategy=Intermediate Fusion2026.01 | 0.6524 | 0.6158 | 0.7156 | |
| NAIM+ODSTModalities=CT, Fusion Strategy=Unimodal2026.01 | 0.622 | 0.6317 | 0.6469 | |
| ConcatODSTModalities=WSI+CT, Fusion Strategy=Intermediate Fusion2026.01 | 0.6162 | 0.593 | 0.6046 | |
| NAIM+ODSTModalities=WSI, Fusion Strategy=Unimodal2026.01 | 0.6091 | 0.5628 | 0.6533 | |
| NAIM+ODST2Modalities=CT+Tabular, Fusion Strategy=Late Fusion2026.01 | 0.6012 | 0.5661 | 0.6652 | |
| CPH (best ML)Modalities=CT, Fusion Strategy=Unimodal2026.01 | 0.5284 | 0.5814 | 0.5351 |