WSI-based survival prediction on TCGA 13 cancer datasets (test)
74.08BRCA Performance ScoreSTEPH
Evaluation Results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| STEPHLearnable parameters=1.34 M, Test-time inference=40.1 GFLOPs2026.03 | 74.08 | 82.28 | 58.36 | 77.63 | 70.69 | 66.98 | 78.3 | 65.69 | 59.48 | 64.13 | 75.85 | 69.65 | 60.24 | 69.49 | |
| Patch-GCNLearnable parameters=1.69 M, Test-time inference=21.7 GFLOPs2026.03 | 70.17 | 81.81 | 58.5 | 78.53 | 66.75 | 65.75 | 73.69 | 60.19 | 57.7 | 61.64 | 74.87 | 65.85 | 57.36 | 67.14 | |
| TransMILLearnable parameters=2.95 M, Test-time inference=60.3 GFLOPs2026.03 | 68.02 | 81.21 | 56.69 | 78.73 | 66.51 | 65.82 | 74.71 | 63.15 | 57.86 | 61.73 | 73.85 | 63.65 | 51.52 | 66.42 | |
| ABMILLearnable parameters=1.20 M, Test-time inference=23.6 GFLOPs2026.03 | 66.48 | 80.94 | 54.96 | 77.56 | 67.25 | 66.48 | 70.98 | 62.01 | 57.08 | 64.38 | 72.65 | 65 | 53.12 | 66.09 | |
| ILRALearnable parameters=4.21 M, Test-time inference=55.3 GFLOPs2026.03 | 66.45 | 80.17 | 53.74 | 77.39 | 61.47 | 64.51 | 74.42 | 52.62 | 55.86 | 66.08 | 72.31 | 63.36 | 53.51 | 64.76 | |
| R2T-MILLearnable parameters=2.98 M, Test-time inference=40.7 GFLOPs2026.03 | 66.19 | 80.71 | 58.05 | 77.75 | 68.43 | 64.72 | 72.53 | 61.69 | 53.76 | 60.14 | 71.63 | 63.86 | 53.26 | 65.59 |