Cell type classification on CODEX 49-marker panel (test)
84.2Balanced AccuracyNeXtMarker
Evaluation results
| Method | Links | ||
|---|---|---|---|
| NeXtMarkerTraining Setup=Supervised2025.12 | 84.2 | 77.5 | |
| CIM-STraining Setup=Supervised2025.12 | 82.5 | 77.3 | |
| resnet18Training Setup=Supervised2025.12 | 80.8 | 76 | |
| wide_resnet50_2Training Setup=Supervised2025.12 | 78.6 | 75.3 | |
| CIM-STraining Setup=SSL, Marker Count=492025.12 | 77.6 | 69.2 | |
| NeXtMarkerTraining Setup=SSL, Marker Count=492025.12 | 76.7 | 69.7 | |
| resnet50Training Setup=Supervised2025.12 | 76.7 | 75.3 | |
| resnext50_32x4dTraining Setup=Supervised2025.12 | 75.5 | 75.5 | |
| resnet101Training Setup=Supervised2025.12 | 74.5 | 75.9 | |
| CIM-STraining Setup=SSL, Marker Count=182025.12 | 74.2 | 65.2 | |
| KRONOSTraining Setup=SSL, Marker Count=182025.12 | 73.6 | — | |
| NeXtMarkerTraining Setup=SSL, Marker Count=182025.12 | 73.3 | 65.6 | |
| resnet18Training Setup=SSL, Marker Count=182025.12 | 62.8 | 57 | |
| wide_resnet50_2Training Setup=SSL, Marker Count=182025.12 | 59 | 57.3 | |
| resnext50_32x4dTraining Setup=SSL, Marker Count=182025.12 | 58.6 | 53.2 | |
| resnet101Training Setup=SSL, Marker Count=182025.12 | 55.6 | 46.5 | |
| resnet50Training Setup=SSL, Marker Count=182025.12 | 55.3 | 52 | |
| resnet18Training Setup=SSL, Marker Count=492025.12 | 52.9 | 47.3 | |
| wide_resnet50_2Training Setup=SSL, Marker Count=492025.12 | 51.9 | 47.1 | |
| resnext50_32x4dTraining Setup=SSL, Marker Count=492025.12 | 50.1 | 43.8 | |
| resnet50Training Setup=SSL, Marker Count=492025.12 | 49.9 | 46.6 | |
| resnet101Training Setup=SSL, Marker Count=492025.12 | 47.9 | 44.8 |