ROI-level classification on MIST
92.3AccuracyStainNet-Base
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| StainNet-BaseEvaluation Protocol=MLP probe2025.12 | 92.3 | 92.1 | 99.1 | 92.3 | |
| Virchow-2Evaluation Protocol=MLP probe2025.12 | 91.8 | 91.7 | 98.9 | 91.9 | |
| StainNet-SmallEvaluation Protocol=MLP probe2025.12 | 88.4 | 88.2 | 98.2 | 88.4 | |
| UNIEvaluation Protocol=MLP probe2025.12 | 87.4 | 87.2 | 97.9 | 87.4 | |
| Prov-GigaPathEvaluation Protocol=MLP probe2025.12 | 87.3 | 87.1 | 97.8 | 87.3 | |
| LunitEvaluation Protocol=MLP probe2025.12 | 87.1 | 86.9 | 97.7 | 87.1 | |
| PathOrchestraEvaluation Protocol=MLP probe2025.12 | 84.6 | 84.3 | 96.9 | 84.5 | |
| UNI-2Evaluation Protocol=MLP probe2025.12 | 84.2 | 83.8 | 96.7 | 84.1 | |
| H-optimus-0Evaluation Protocol=MLP probe2025.12 | 84.1 | 83.8 | 96.6 | 84.1 | |
| StainNet-BaseEvaluation Protocol=Linear probe2025.12 | 82.5 | 82.2 | 96 | 82.5 | |
| Virchow-2Evaluation Protocol=Linear probe2025.12 | 82 | 81.6 | 95.9 | 82 | |
| GPFMEvaluation Protocol=MLP probe2025.12 | 81.2 | 80.8 | 95.6 | 81.1 | |
| Prov-GigaPathEvaluation Protocol=Linear probe2025.12 | 80.3 | 79.9 | 95.1 | 80.2 | |
| UNI-2Evaluation Protocol=Linear probe2025.12 | 78.2 | 77.8 | 94.3 | 78.2 | |
| StainNet-SmallEvaluation Protocol=Linear probe2025.12 | 77.9 | 77.5 | 94.1 | 77.8 | |
| UNIEvaluation Protocol=Linear probe2025.12 | 77.3 | 76.9 | 94 | 77.1 | |
| PathOrchestraEvaluation Protocol=Linear probe2025.12 | 76 | 75.5 | 93.4 | 75.8 | |
| H-optimus-0Evaluation Protocol=Linear probe2025.12 | 75.2 | 74.8 | 93 | 75.3 | |
| LunitEvaluation Protocol=Linear probe2025.12 | 73.8 | 73.3 | 92.2 | 73.6 | |
| CTransPathEvaluation Protocol=MLP probe2025.12 | 73.2 | 72.8 | 92 | 73.1 | |
| GPFMEvaluation Protocol=Linear probe2025.12 | 73 | 72.5 | 91.6 | 72.6 | |
| HIPTEvaluation Protocol=MLP probe2025.12 | 68.1 | 67.6 | 89.6 | 67.6 | |
| ResNet-50Evaluation Protocol=MLP probe2025.12 | 67.1 | 66.7 | 88.4 | 67.1 | |
| PathoDuetEvaluation Protocol=MLP probe2025.12 | 66.4 | 66 | 88.5 | 66.4 | |
| CTransPathEvaluation Protocol=Linear probe2025.12 | 66.3 | 65.8 | 87.8 | 65.9 | |
| ResNet-50Evaluation Protocol=Linear probe2025.12 | 59.7 | 59.2 | 83.5 | 59.3 | |
| PathoDuetEvaluation Protocol=Linear probe2025.12 | 59 | 58.5 | 82.7 | 58.6 | |
| HIPTEvaluation Protocol=Linear probe2025.12 | 58.7 | 58.1 | 83 | 57.7 |