ROI-level classification on BCI
91.3AccuracyVirchow-2
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Virchow-2Evaluation Protocol=MLP probe2025.12 | 91.3 | 88.8 | 99 | 91.3 | |
| StainNet-BaseEvaluation Protocol=MLP probe2025.12 | 91.3 | 89.6 | 98.9 | 91.3 | |
| UNIEvaluation Protocol=MLP probe2025.12 | 90 | 87.7 | 98.4 | 90 | |
| Prov-GigaPathEvaluation Protocol=MLP probe2025.12 | 88.5 | 86.5 | 98.1 | 88.4 | |
| H-optimus-0Evaluation Protocol=MLP probe2025.12 | 87.8 | 83.8 | 97.8 | 87.6 | |
| UNI-2Evaluation Protocol=MLP probe2025.12 | 87.4 | 85.2 | 97.9 | 87.4 | |
| StainNet-SmallEvaluation Protocol=MLP probe2025.12 | 87.4 | 83.9 | 97.9 | 87.3 | |
| LunitEvaluation Protocol=MLP probe2025.12 | 87.2 | 81.6 | 97.6 | 87.1 | |
| PathOrchestraEvaluation Protocol=MLP probe2025.12 | 84.7 | 80.4 | 96.9 | 84.6 | |
| GPFMEvaluation Protocol=MLP probe2025.12 | 84.4 | 81.6 | 96.6 | 84.5 | |
| Virchow-2Evaluation Protocol=Linear probe2025.12 | 82.2 | 73.5 | 96.2 | 82.8 | |
| StainNet-BaseEvaluation Protocol=Linear probe2025.12 | 81.1 | 74.4 | 95.1 | 80.9 | |
| H-optimus-0Evaluation Protocol=Linear probe2025.12 | 78.9 | 65 | 94.1 | 77.9 | |
| UNIEvaluation Protocol=Linear probe2025.12 | 78.5 | 69.3 | 93.6 | 78.1 | |
| Prov-GigaPathEvaluation Protocol=Linear probe2025.12 | 78.4 | 67.3 | 94.1 | 77.8 | |
| UNI-2Evaluation Protocol=Linear probe2025.12 | 77.2 | 62.4 | 93.4 | 75.9 | |
| CTransPathEvaluation Protocol=MLP probe2025.12 | 73.6 | 65.3 | 91.3 | 73.3 | |
| PathOrchestraEvaluation Protocol=Linear probe2025.12 | 73.2 | 60.1 | 91.4 | 72.1 | |
| StainNet-SmallEvaluation Protocol=Linear probe2025.12 | 70.9 | 59.7 | 89.2 | 70.1 | |
| ResNet-50Evaluation Protocol=MLP probe2025.12 | 70.9 | 61.4 | 90 | 70.3 | |
| GPFMEvaluation Protocol=Linear probe2025.12 | 70.4 | 52.8 | 90.2 | 68.1 | |
| LunitEvaluation Protocol=Linear probe2025.12 | 69.6 | 54.5 | 88 | 68.1 | |
| PathoDuetEvaluation Protocol=MLP probe2025.12 | 68.7 | 56.4 | 87.7 | 66.4 | |
| HIPTEvaluation Protocol=MLP probe2025.12 | 66.1 | 53.3 | 85.9 | 65 | |
| PathoDuetEvaluation Protocol=Linear probe2025.12 | 61.2 | 43 | 81 | 55.4 | |
| ResNet-50Evaluation Protocol=Linear probe2025.12 | 58.7 | 40.7 | 77.4 | 54.1 | |
| CTransPathEvaluation Protocol=Linear probe2025.12 | 57.5 | 38.7 | 80.8 | 49.9 | |
| HIPTEvaluation Protocol=Linear probe2025.12 | 56.4 | 40.4 | 75.4 | 53.2 |