WSI Classification on PANDA (Accuracy, F1, AUC)
78.6AccuracyMR-PLIP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MR-PLIPfeature_aggregation=ABMIL2025.04 | 78.6 | 81.6 | 97.7 | — | |
| R2Tfeature_aggregation=ABMIL2025.04 | 76.8 | 80.6 | 90.3 | — | |
| ResTopoMIL2026.05 | 75.46 | — | 94.26 | — | |
| PANTHERfeature_aggregation=ABMIL2025.04 | 75.1 | 79.6 | 94.6 | — | |
| ViLa-MILfeature_aggregation=ABMIL2025.04 | 75 | 76.1 | 85.4 | — | |
| FiVEfeature_aggregation=ABMIL2025.04 | 74.3 | 78.8 | 87.3 | — | |
| ILRA-MIL2026.05 | 74.02 | — | 92.66 | — | |
| DS-MIL2026.05 | 73.94 | — | 93.09 | — | |
| SI-MILfeature_aggregation=ABMIL2025.04 | 73.3 | 77.1 | 88.6 | — | |
| AB-MIL2026.05 | 73.22 | — | 93.06 | — | |
| GPFM2026.02 | 73.21 | — | — | 95.21 | |
| CLAM-SB2026.05 | 73.18 | — | 92.15 | — | |
| GigaPath2026.02 | 72.24 | — | — | 95.25 | |
| TransMIL2026.05 | 70.9 | — | 92.88 | — | |
| STAMP2026.02 | 70.87 | — | — | 94.71 | |
| UNI2026.02 | 70.42 | — | — | 94.55 | |
| 2DMambaMIL2026.05 | 70.12 | — | 91.05 | — | |
| mSTAR2026.02 | 70.04 | — | — | 94.68 | |
| MHIM-MIL2026.05 | 69.7 | — | 91.55 | — | |
| DGR-MIL2026.05 | 69.64 | — | 90.43 | — | |
| CONCH2026.02 | 65.28 | — | — | 92.2 | |
| CHIEF2026.02 | 64.25 | — | — | 92.25 | |
| PLIP2026.02 | 58.35 | — | — | 90.45 | |
| 2DMambaMIL2024.12 | 50.75 | 45.62 | 81.84 | — | |
| S4-MIL2024.12 | 50.47 | 44.86 | 79.86 | — | |
| AB-MIL2024.12 | 48.83 | 42.69 | 77.97 | — | |
| CLAM2024.12 | 48.02 | 42.24 | 78.2 | — | |
| SRMambaMIL2024.12 | 47.11 | 42.09 | 77.76 | — | |
| DTFD-MIL2024.12 | 47.04 | 38.53 | 76.65 | — | |
| MambaMIL2024.12 | 46.79 | 42.16 | 77.81 | — | |
| TransMIL2024.12 | 46.36 | 39.7 | 77.28 | — | |
| DSMIL2024.12 | 46.33 | 38.47 | 76.6 | — |