Cancer Classification on TCGA cohorts (BLCA, BRCA, GBMLGG, LUAD, UCEC)
89.86Accuracy (BLCA Cohort)PMIL w/IC-DiT
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| PMIL w/IC-DiTTrain Data=Real+Synth2026.03 | 89.86 | 89.39 | 92.51 | 86.26 | 94.13 | 90.43 | |
| PMIL w/PathDiffTrain Data=Real+Synth2026.03 | 88.41 | 87.54 | 91.63 | 84.96 | 92.97 | 89.1 | |
| ViLa-MIL w/IC-DiTTrain Data=Real+Synth2026.03 | 88.1 | 84.73 | 91.58 | 84.13 | 92.3 | 88.17 | |
| PMILTrain Data=Real2026.03 | 87.63 | 86.9 | 91.37 | 83.41 | 92.07 | 88.28 | |
| ViLa-MIL w/PathDiffTrain Data=Real+Synth2026.03 | 85.26 | 82.34 | 90.69 | 83.44 | 91.8 | 86.71 | |
| ViLa-MILTrain Data=Real2026.03 | 84.59 | 81.06 | 90.35 | 82.06 | 91.52 | 85.92 | |
| PMIL w/IC-DiTTrain Data=Synth2026.03 | 82.52 | 83.79 | 88.04 | 79.44 | 88.25 | 84.41 | |
| ViLa-MIL w/IC-DiTTrain Data=Synth2026.03 | 80.48 | 77.13 | 87.49 | 79.05 | 89.08 | 82.66 | |
| PMIL w/PathDiffTrain Data=Synth2026.03 | 80.25 | 81.34 | 85.08 | 76.47 | 86.15 | 81.86 | |
| ViLa-MIL w/PathDiffTrain Data=Synth2026.03 | 78.41 | 74.53 | 85.99 | 76.28 | 87.65 | 80.57 |