Classification on PANDA
79.91AccuracySSMambaMIL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SSMambaMIL2026.04 | 79.91 | 95.4 | 75.31 | |
| S4MIL2026.04 | 79.79 | 95.78 | 74.4 | |
| MambaBack2026.04 | 78.1 | 94.8 | 73.3 | |
| PathRWKV2026.04 | 77.6 | 94.7 | 72.6 | |
| CLAM2026.04 | 77.48 | 94.81 | 71.68 | |
| CLAM2026.04 | 77.4 | 94.7 | 72.1 | |
| DSMIL2026.04 | 77.11 | 94.88 | 71.39 | |
| ABMIL2026.04 | 76.8 | 94.6 | 71.1 | |
| SlideMax2026.04 | 76.68 | 94.88 | 70.52 | |
| DTFD-MIL2026.04 | 76.2 | 94.4 | 70.5 | |
| ABMIL2026.04 | 75.93 | 94.56 | 69.7 | |
| MambaMIL2026.04 | 75.9 | 94.2 | 69.3 | |
| GigaPath2026.04 | 75.2 | 94 | 69.2 | |
| GigaPath2026.04 | 74 | 94.16 | 69.27 | |
| TransMIL2026.04 | 73.9 | 93.6 | 67.2 | |
| HookMIL-TxtBackbone=CONCH2025.12 | 72.15 | 93.52 | 67.75 | |
| HookMIL-VisBackbone=CONCH2025.12 | 71.62 | 93.25 | 66.28 | |
| MambaMIL2026.04 | 71.36 | 92.74 | 62.9 | |
| HookMIL-TNBackbone=CONCH2025.12 | 70.85 | 92.88 | 65.45 | |
| ILRABackbone=CONCH2025.12 | 70.02 | 92.65 | 65.1 | |
| WiKGBackbone=CONCH2025.12 | 68.58 | 92.29 | 63.8 | |
| AMD-MILBackbone=CONCH2025.12 | 68.24 | 92.06 | 63.12 | |
| CLAM-MBBackbone=CONCH2025.12 | 67.95 | 91.9 | 62.4 | |
| DTFD-MILBackbone=CONCH2025.12 | 67.62 | 91.8 | 61.96 | |
| CLAM-SBBackbone=CONCH2025.12 | 67.61 | 91.9 | 62.1 | |
| ABMILBackbone=CONCH2025.12 | 67.39 | 91.81 | 61.96 | |
| SlideAve2026.04 | 66.93 | 89.95 | 60.76 | |
| ACMILBackbone=CONCH2025.12 | 66.58 | 91.38 | 60.65 | |
| TransMILBackbone=CONCH2025.12 | 66.09 | 91.16 | 59.81 | |
| DSMILBackbone=CONCH2025.12 | 65.48 | 90.76 | 59.56 |