Patch-level histology classification on NCT
96.9AccuracyHistoCRF + HITL
Evaluation results
| Method | Links | |
|---|---|---|
| HistoCRF + HITLAnnotation size (|A|)=100, Sampling strategy=error-based2026.01 | 96.9 | |
| LPSampling strategy=random, Annotation size (|A|)=50, Zero-shot (ZS)=false2026.01 | 96 | |
| HistoCRFAnnotation size (|A|)=100, Sampling strategy=error-based2026.01 | 95 | |
| HistoCRF + HITLAnnotation size (|A|)=50, Sampling strategy=error-based2026.01 | 92.9 | |
| LPSampling strategy=random, Annotation size (|A|)=25, Zero-shot (ZS)=false2026.01 | 92.9 | |
| HistoCRFAnnotation size (|A|)=50, Sampling strategy=error-based2026.01 | 87.3 | |
| HistoCRFSampling strategy=random, Annotation size (|A|)=100, Zero-shot (ZS)=false2026.01 | 86.9 | |
| LPSampling strategy=random, Annotation size (|A|)=10, Zero-shot (ZS)=false2026.01 | 85.5 | |
| LPAnnotation size (|A|)=100, Sampling strategy=error-based2026.01 | 82.6 | |
| HistoCRFSampling strategy=random, Annotation size (|A|)=50, Zero-shot (ZS)=false2026.01 | 81.1 | |
| HistoCRF + HITLAnnotation size (|A|)=25, Sampling strategy=error-based2026.01 | 80.8 | |
| HistoCRFAnnotation size (|A|)=25, Sampling strategy=error-based2026.01 | 80.6 | |
| LPAnnotation size (|A|)=50, Sampling strategy=error-based2026.01 | 78 | |
| HistoCRFSampling strategy=random, Annotation size (|A|)=25, Zero-shot (ZS)=false2026.01 | 78 | |
| HistoCRFAnnotation size (|A|)=10, Sampling strategy=error-based2026.01 | 76.7 | |
| HistoCRF + HITLAnnotation size (|A|)=10, Sampling strategy=error-based2026.01 | 76.3 | |
| HistoCRFSampling strategy=random, Annotation size (|A|)=10, Zero-shot (ZS)=false2026.01 | 75.3 | |
| HistoCRFAnnotation size (|A|)=5, Sampling strategy=error-based2026.01 | 74.5 | |
| HistoCRF + HITLAnnotation size (|A|)=5, Sampling strategy=error-based2026.01 | 74.5 | |
| HistoCRFSampling strategy=random, Annotation size (|A|)=5, Zero-shot (ZS)=false2026.01 | 74 | |
| LPAnnotation size (|A|)=25, Sampling strategy=error-based2026.01 | 72.2 | |
| HistoCRFAnnotation size (|A|)=0, Sampling strategy=error-based2026.01 | 72.1 | |
| HistoCRF + HITLAnnotation size (|A|)=0, Sampling strategy=error-based2026.01 | 72.1 | |
| HistoCRFSampling strategy=random, Annotation size (|A|)=0, Zero-shot (ZS)=false2026.01 | 72.1 | |
| LPSampling strategy=random, Annotation size (|A|)=5, Zero-shot (ZS)=false2026.01 | 68.8 | |
| LPAnnotation size (|A|)=10, Sampling strategy=error-based2026.01 | 64.2 | |
| HistoCRF + HITLZero-shot=true, Sampling strategy=error-based2026.01 | 60.5 | |
| HistoCRFSampling strategy=random, Zero-shot (ZS)=true2026.01 | 60.5 | |
| LPSampling strategy=random, Annotation size (|A|)=0, Zero-shot (ZS)=false2026.01 | 53.9 | |
| LPAnnotation size (|A|)=5, Sampling strategy=error-based2026.01 | 49.2 |