Classification on Neuropathology Tissue Dataset
91.88F1 (Background)MAD-NP
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MAD-NPEvaluation Protocol=Linear, Magnification Levels=2.5x, 10x, 40x, Tile Size=224x2242025.12 | 91.88 | 93.28 | 91.27 | 92.67 | 96.25 | |
| Prov-GigaPathEvaluation Protocol=Linear, Magnification Levels=2.5x, 10x, 40x, Tile Size=224x2242025.12 | 91.85 | 93.39 | 90.63 | 91.28 | 96.52 | |
| UNIEvaluation Protocol=k-NN, k=20, Magnification Levels=2.5x, 10x, 40x, Tile Size=224x2242025.12 | 91.76 | 93.59 | 90.65 | 91.19 | 97.03 | |
| UNIEvaluation Protocol=Linear, Magnification Levels=2.5x, 10x, 40x, Tile Size=224x2242025.12 | 91.68 | 93.11 | 90.48 | 90.89 | 96.1 | |
| MAD-NPEvaluation Protocol=k-NN, k=20, Magnification Levels=2.5x, 10x, 40x, Tile Size=224x2242025.12 | 91.6 | 92.97 | 91.37 | 91.96 | 96.4 | |
| UNI2Evaluation Protocol=Linear, Magnification Levels=2.5x, 10x, 40x, Tile Size=224x2242025.12 | 91.48 | 93.18 | 90.45 | 91.05 | 96.43 | |
| Virchow2Evaluation Protocol=Linear, Magnification Levels=2.5x, 10x, 40x, Tile Size=224x2242025.12 | 90.85 | 92.3 | 89.11 | 88.99 | 95.51 | |
| DINOv2 Giant FinetunedEvaluation Protocol=Linear, Magnification Levels=2.5x, 10x, 40x, Tile Size=224x2242025.12 | 90.59 | 92.43 | 88.95 | 89.64 | 95.68 | |
| UNI2Evaluation Protocol=k-NN, k=20, Magnification Levels=2.5x, 10x, 40x, Tile Size=224x2242025.12 | 90.52 | 92.67 | 89.57 | 91.16 | 96.55 | |
| Prov-GigaPathEvaluation Protocol=k-NN, k=20, Magnification Levels=2.5x, 10x, 40x, Tile Size=224x2242025.12 | 90.21 | 93.11 | 89.47 | 91.13 | 96.74 | |
| Virchow2Evaluation Protocol=k-NN, k=20, Magnification Levels=2.5x, 10x, 40x, Tile Size=224x2242025.12 | 90.18 | 91.61 | 88.83 | 88.05 | 94.93 | |
| DINOv2 Giant FinetunedEvaluation Protocol=k-NN, k=20, Magnification Levels=2.5x, 10x, 40x, Tile Size=224x2242025.12 | 89.61 | 91.31 | 89.48 | 88.58 | 95.64 |