WSI Classification on TCGA-NSCLC
92.7AccuracymSTAR
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| mSTAR2026.02 | 92.7 | 0.973 | |
| UNI2026.02 | 92.03 | 0.9695 | |
| ResTopoMIL2026.05 | 91.57 | 0.9753 | |
| GPFM2026.02 | 91.55 | 0.9704 | |
| CONCH2026.02 | 91.26 | 0.9723 | |
| STAMP2026.02 | 90.87 | 0.9662 | |
| GigaPath2026.02 | 90.78 | 0.9684 | |
| DGR-MIL2026.05 | 90.36 | 0.939 | |
| 2DMambaMIL2026.05 | 90.08 | 0.945 | |
| AB-MIL2026.05 | 89.88 | 0.9569 | |
| CHIEF2026.02 | 89.72 | 0.9634 | |
| TransMIL2026.05 | 89.33 | 0.9692 | |
| ILRA-MIL2026.05 | 89.12 | 0.9628 | |
| MHIM-MIL2026.05 | 89.08 | 0.9759 | |
| CLAM-SB2026.05 | 88.36 | 0.9635 | |
| DS-MIL2026.05 | 88.36 | 0.9579 | |
| Random Feature Reconstruction (RFR)K=42022.07 | 87.85 | 0.9377 | |
| Random Feature Reconstruction (RFR)K=82022.07 | 87.85 | 0.9322 | |
| StreamingCNN2022.07 | 86.92 | 0.926 | |
| CLAM-MB2022.07 | 85.98 | 0.9131 | |
| PLIP2026.02 | 84.44 | 0.9395 | |
| GABMIL2022.07 | 83.64 | 0.8762 | |
| Max-poolingBackbone=ResNet34, Pooling=Max2022.07 | 83.18 | 0.9036 | |
| DSMIL2022.07 | 82.71 | 0.8909 | |
| CLAM-SB2022.07 | 82.24 | 0.9185 | |
| MIL-RNN2022.07 | 81.78 | 0.9011 | |
| ABMIL2022.07 | 80.37 | 0.8816 | |
| Avg-poolingBackbone=ResNet34, Pooling=Average2022.07 | 79.44 | 0.8669 |