Patch-level histology classification on SICAP
72.1Average AccuracyHistoCRF + HITL
Evaluation results
| Method | Links | |
|---|---|---|
| HistoCRF + HITLAnnotation size (|A|)=100, Sampling strategy=error-based2026.01 | 72.1 | |
| HistoCRFSampling strategy=random, Annotation size (|A|)=100, Zero-shot (ZS)=false2026.01 | 68.9 | |
| LPSampling strategy=random, Annotation size (|A|)=50, Zero-shot (ZS)=false2026.01 | 68.1 | |
| HistoCRF + HITLAnnotation size (|A|)=50, Sampling strategy=error-based2026.01 | 68 | |
| HistoCRFAnnotation size (|A|)=100, Sampling strategy=error-based2026.01 | 66.4 | |
| LPAnnotation size (|A|)=100, Sampling strategy=error-based2026.01 | 65.4 | |
| HistoCRFSampling strategy=random, Annotation size (|A|)=50, Zero-shot (ZS)=false2026.01 | 65.4 | |
| HistoCRFAnnotation size (|A|)=50, Sampling strategy=error-based2026.01 | 65.2 | |
| HistoCRFAnnotation size (|A|)=25, Sampling strategy=error-based2026.01 | 65 | |
| HistoCRF + HITLAnnotation size (|A|)=25, Sampling strategy=error-based2026.01 | 64.7 | |
| HistoCRF + HITLAnnotation size (|A|)=10, Sampling strategy=error-based2026.01 | 64.1 | |
| HistoCRFSampling strategy=random, Annotation size (|A|)=25, Zero-shot (ZS)=false2026.01 | 64.1 | |
| HistoCRFAnnotation size (|A|)=10, Sampling strategy=error-based2026.01 | 63.8 | |
| LPSampling strategy=random, Annotation size (|A|)=25, Zero-shot (ZS)=false2026.01 | 63.4 | |
| HistoCRFAnnotation size (|A|)=5, Sampling strategy=error-based2026.01 | 63.2 | |
| HistoCRF + HITLAnnotation size (|A|)=5, Sampling strategy=error-based2026.01 | 63.2 | |
| LPAnnotation size (|A|)=50, Sampling strategy=error-based2026.01 | 62.9 | |
| HistoCRFSampling strategy=random, Annotation size (|A|)=10, Zero-shot (ZS)=false2026.01 | 62.6 | |
| HistoCRFSampling strategy=random, Annotation size (|A|)=5, Zero-shot (ZS)=false2026.01 | 62.3 | |
| HistoCRFAnnotation size (|A|)=0, Sampling strategy=error-based2026.01 | 61.8 | |
| HistoCRF + HITLAnnotation size (|A|)=0, Sampling strategy=error-based2026.01 | 61.8 | |
| HistoCRFSampling strategy=random, Annotation size (|A|)=0, Zero-shot (ZS)=false2026.01 | 61.8 | |
| LPSampling strategy=random, Annotation size (|A|)=10, Zero-shot (ZS)=false2026.01 | 61.4 | |
| LPAnnotation size (|A|)=25, Sampling strategy=error-based2026.01 | 60.8 | |
| LPAnnotation size (|A|)=10, Sampling strategy=error-based2026.01 | 55.8 | |
| LPSampling strategy=random, Annotation size (|A|)=5, Zero-shot (ZS)=false2026.01 | 54.3 | |
| LPSampling strategy=random, Annotation size (|A|)=0, Zero-shot (ZS)=false2026.01 | 50 | |
| LPAnnotation size (|A|)=5, Sampling strategy=error-based2026.01 | 49.3 | |
| HistoCRF + HITLZero-shot=true, Sampling strategy=error-based2026.01 | 27.4 | |
| HistoCRFSampling strategy=random, Zero-shot (ZS)=true2026.01 | 27.4 |