Image-level WBC classification on Acevedo
91.8wF1DinoBloom-G
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DinoBloom-GClassifier=Linear probe2024.04 | 91.8 | 86.6 | |
| DinoBloom-GClassifier=20-NN2024.04 | 91.4 | 86.4 | |
| DinoBloom-LClassifier=20-NN2024.04 | 91.3 | 86.1 | |
| DinoBloom-LClassifier=Linear probe2024.04 | 91.2 | 86 | |
| DinoBloom-BClassifier=Linear probe2024.04 | 90.7 | 85.5 | |
| DinoBloom-BClassifier=20-NN2024.04 | 90.5 | 85.4 | |
| DINOv2 ViT-GClassifier=Linear probe2024.04 | 90.1 | 84.5 | |
| DinoBloom-SClassifier=Linear probe2024.04 | 90.1 | 84.5 | |
| DinoBloom-SClassifier=20-NN2024.04 | 90 | 84.5 | |
| DINOv2 ViT-LClassifier=Linear probe2024.04 | 89.1 | 83.5 | |
| DinoBloom-GClassifier=1-NN2024.04 | 89.1 | 83.5 | |
| DinoBloom-LClassifier=1-NN2024.04 | 88.9 | 83.2 | |
| Phikon ViT-BClassifier=Linear probe2024.04 | 88.2 | 82.7 | |
| CTransPathClassifier=Linear probe2024.04 | 88 | 82.5 | |
| DINOv2 ViT-BClassifier=Linear probe2024.04 | 87.8 | 81.8 | |
| DINOv2 ViT-SClassifier=Linear probe2024.04 | 87.7 | 82 | |
| ResNet 50 truncClassifier=Linear probe2024.04 | 87.5 | 81.6 | |
| DinoBloom-BClassifier=1-NN2024.04 | 87.4 | 81.9 | |
| DinoBloom-SClassifier=1-NN2024.04 | 86.4 | 80.5 | |
| Phikon ViT-BClassifier=20-NN2024.04 | 85.1 | 78.7 | |
| Phikon ViT-BClassifier=1-NN2024.04 | 83.3 | 76.5 | |
| CTransPathClassifier=20-NN2024.04 | 83.1 | 76.8 | |
| DINOv2 ViT-GClassifier=20-NN2024.04 | 81.9 | 74.2 | |
| ResNet 50Classifier=Linear probe2024.04 | 81.3 | 75.4 | |
| CTransPathClassifier=1-NN2024.04 | 80.8 | 73.9 | |
| DINOv2 ViT-SClassifier=20-NN2024.04 | 78.5 | 70.8 | |
| DINOv2 ViT-LClassifier=20-NN2024.04 | 77.8 | 72.4 | |
| DINOv2 ViT-GClassifier=1-NN2024.04 | 77.8 | 70.4 | |
| DINOv2 ViT-BClassifier=20-NN2024.04 | 77.3 | 69.9 | |
| ResNet 50 truncClassifier=20-NN2024.04 | 74 | 67.8 | |
| DINOv2 ViT-SClassifier=1-NN2024.04 | 72.9 | 65.6 | |
| DINOv2 ViT-LClassifier=1-NN2024.04 | 72.2 | 64.9 | |
| DINOv2 ViT-BClassifier=1-NN2024.04 | 71.9 | 64.8 | |
| ResNet 50 truncClassifier=1-NN2024.04 | 68.5 | 62.4 | |
| ResNet 50Classifier=20-NN2024.04 | 65.6 | 58.7 | |
| ResNet 50Classifier=1-NN2024.04 | 58.8 | 52.6 |