Patch-level histology classification on ESCA
0.684Average AccuracyHistoCRF + HITL
Evaluation results
| Method | Links | |
|---|---|---|
| HistoCRF + HITLAnnotation size (|A|)=100, Sampling strategy=error-based2026.01 | 0.684 | |
| HistoCRFAnnotation size (|A|)=100, Sampling strategy=error-based2026.01 | 0.682 | |
| HistoCRF + HITLAnnotation size (|A|)=50, Sampling strategy=error-based2026.01 | 0.68 | |
| HistoCRFAnnotation size (|A|)=50, Sampling strategy=error-based2026.01 | 0.678 | |
| HistoCRF + HITLAnnotation size (|A|)=25, Sampling strategy=error-based2026.01 | 0.678 | |
| HistoCRFAnnotation size (|A|)=25, Sampling strategy=error-based2026.01 | 0.676 | |
| HistoCRF + HITLAnnotation size (|A|)=10, Sampling strategy=error-based2026.01 | 0.676 | |
| HistoCRFAnnotation size (|A|)=5, Sampling strategy=error-based2026.01 | 0.675 | |
| HistoCRFAnnotation size (|A|)=10, Sampling strategy=error-based2026.01 | 0.675 | |
| HistoCRF + HITLAnnotation size (|A|)=5, Sampling strategy=error-based2026.01 | 0.675 | |
| HistoCRFAnnotation size (|A|)=0, Sampling strategy=error-based2026.01 | 0.674 | |
| HistoCRF + HITLAnnotation size (|A|)=0, Sampling strategy=error-based2026.01 | 0.674 | |
| HistoCRF + HITLZero-shot=true, Sampling strategy=error-based2026.01 | 0.633 |