Patch-level histology classification on BACH
99.6Average AccuracyHistoCRF + HITL
Evaluation results
| Method | Links | |
|---|---|---|
| HistoCRF + HITLAnnotation size (|A|)=100, Sampling strategy=error-based2026.01 | 99.6 | |
| HistoCRF + HITLAnnotation size (|A|)=50, Sampling strategy=error-based2026.01 | 94.7 | |
| HistoCRF + HITLAnnotation size (|A|)=25, Sampling strategy=error-based2026.01 | 88.5 | |
| HistoCRFAnnotation size (|A|)=100, Sampling strategy=error-based2026.01 | 87.2 | |
| HistoCRFAnnotation size (|A|)=50, Sampling strategy=error-based2026.01 | 86.4 | |
| HistoCRFAnnotation size (|A|)=25, Sampling strategy=error-based2026.01 | 84.7 | |
| HistoCRF + HITLAnnotation size (|A|)=10, Sampling strategy=error-based2026.01 | 83.1 | |
| HistoCRFAnnotation size (|A|)=10, Sampling strategy=error-based2026.01 | 81.7 | |
| HistoCRF + HITLAnnotation size (|A|)=5, Sampling strategy=error-based2026.01 | 80.5 | |
| HistoCRFAnnotation size (|A|)=5, Sampling strategy=error-based2026.01 | 80.3 | |
| HistoCRFAnnotation size (|A|)=0, Sampling strategy=error-based2026.01 | 74.4 | |
| HistoCRF + HITLAnnotation size (|A|)=0, Sampling strategy=error-based2026.01 | 74.4 | |
| LPAnnotation size (|A|)=100, Sampling strategy=error-based2026.01 | 72.6 | |
| LPAnnotation size (|A|)=50, Sampling strategy=error-based2026.01 | 70.6 | |
| LPAnnotation size (|A|)=25, Sampling strategy=error-based2026.01 | 63.8 | |
| HistoCRF + HITLZero-shot=true, Sampling strategy=error-based2026.01 | 60.4 | |
| LPAnnotation size (|A|)=10, Sampling strategy=error-based2026.01 | 55.5 | |
| LPAnnotation size (|A|)=5, Sampling strategy=error-based2026.01 | 49.8 |