Patch-Level Classification on BRACS
69.2AccuracyHistoCRF + HITL
Evaluation results
| Method | Links | |
|---|---|---|
| HistoCRF + HITLAnnotation size (|A|)=100, Sampling strategy=error-based2026.01 | 69.2 | |
| HistoCRFAnnotation size (|A|)=100, Sampling strategy=error-based2026.01 | 63.6 | |
| PathDino-512Pre-training Domain=Histopathology Data, Architecture Category=Transformer, Evaluation Protocol=5-Fold Cross-Validation, Input Resolution=512x5122023.11 | 63.05 | |
| HistoCRF + HITLAnnotation size (|A|)=50, Sampling strategy=error-based2026.01 | 61.1 | |
| HistoCRFAnnotation size (|A|)=50, Sampling strategy=error-based2026.01 | 56.9 | |
| LPAnnotation size (|A|)=100, Sampling strategy=error-based2026.01 | 56 | |
| HistoCRF + HITLAnnotation size (|A|)=25, Sampling strategy=error-based2026.01 | 55.4 | |
| ResNet50Pre-training Domain=Natural Data, Architecture Category=CNN-based, Evaluation Protocol=5-Fold Cross-Validation2023.11 | 54.97 | |
| HistoCRFAnnotation size (|A|)=25, Sampling strategy=error-based2026.01 | 52.8 | |
| HistoCRF + HITLAnnotation size (|A|)=10, Sampling strategy=error-based2026.01 | 49.8 | |
| HistoCRFAnnotation size (|A|)=10, Sampling strategy=error-based2026.01 | 49.4 | |
| HistoCRFAnnotation size (|A|)=5, Sampling strategy=error-based2026.01 | 48.1 | |
| HistoCRF + HITLAnnotation size (|A|)=5, Sampling strategy=error-based2026.01 | 48.1 | |
| HistoCRFAnnotation size (|A|)=0, Sampling strategy=error-based2026.01 | 47.2 | |
| HistoCRF + HITLAnnotation size (|A|)=0, Sampling strategy=error-based2026.01 | 47.2 | |
| LPAnnotation size (|A|)=50, Sampling strategy=error-based2026.01 | 46.2 | |
| LPAnnotation size (|A|)=25, Sampling strategy=error-based2026.01 | 38.4 | |
| HistoCRF + HITLZero-shot=true, Sampling strategy=error-based2026.01 | 31.7 | |
| LPAnnotation size (|A|)=10, Sampling strategy=error-based2026.01 | 30.6 | |
| LPAnnotation size (|A|)=5, Sampling strategy=error-based2026.01 | 25.2 |