Histopathology image classification on NSCLC (test)
96AUROC (Test)Rand
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| RandMIL Model=TransMIL2024.06 | 96 | 98 | — | |
| AttnMIL Model=TransMIL2024.06 | 96 | 91 | — | |
| SingleMIL Model=TransMIL2024.06 | 96 | 53 | — | |
| GxIMIL Model=TransMIL2024.06 | 96 | 79 | — | |
| IGMIL Model=TransMIL2024.06 | 96 | 99 | — | |
| xMIL-LRPMIL Model=TransMIL2024.06 | 96 | 45 | — | |
| DeltaMILFeature Extractor=UNI [7]2025.12 | 95.8 | — | 89.23 | |
| Mamba2MILFeature Extractor=UNI [7]2025.12 | 95.53 | — | 88.47 | |
| RandMIL Model=AttnMIL2024.06 | 95 | 98 | — | |
| AttnMIL Model=AttnMIL2024.06 | 95 | 70 | — | |
| SingleMIL Model=AttnMIL2024.06 | 95 | 42 | — | |
| GxIMIL Model=AttnMIL2024.06 | 95 | 81 | — | |
| IGMIL Model=AttnMIL2024.06 | 95 | 75 | — | |
| xMIL-LRPMIL Model=AttnMIL2024.06 | 95 | 25 | — | |
| DSMILFeature Extractor=UNI [7]2025.12 | 94.88 | — | 87.9 | |
| MambaMILFeature Extractor=UNI [7]2025.12 | 94.86 | — | 86.95 | |
| Max-PoolingFeature Extractor=UNI [7]2025.12 | 94.43 | — | 87.71 | |
| CLAMFeature Extractor=UNI [7]2025.12 | 93.6 | — | 86.19 | |
| ABMILFeature Extractor=UNI [7]2025.12 | 93.44 | — | 87.04 | |
| Mean-PoolingFeature Extractor=UNI [7]2025.12 | 92.79 | — | 85.04 | |
| TransMILFeature Extractor=UNI [7]2025.12 | 92.33 | — | 84 | |
| S4MILFeature Extractor=UNI [7]2025.12 | 91.65 | — | 83.61 |