Classification on BACH
90.2AccuracyHistoCRF
Evaluation results
| Method | Links | |
|---|---|---|
| HistoCRFSampling strategy=random, Annotation size (|A|)=100, Zero-shot (ZS)=false2026.01 | 90.2 | |
| LPSampling strategy=random, Annotation size (|A|)=50, Zero-shot (ZS)=false2026.01 | 87.6 | |
| HistoCRFSampling strategy=random, Annotation size (|A|)=50, Zero-shot (ZS)=false2026.01 | 85.9 | |
| HistoCRFSampling strategy=random, Annotation size (|A|)=25, Zero-shot (ZS)=false2026.01 | 82.9 | |
| LPSampling strategy=random, Annotation size (|A|)=25, Zero-shot (ZS)=false2026.01 | 80.6 | |
| HistoCRFSampling strategy=random, Annotation size (|A|)=10, Zero-shot (ZS)=false2026.01 | 78.8 | |
| HistoCRFSampling strategy=random, Annotation size (|A|)=5, Zero-shot (ZS)=false2026.01 | 78.6 | |
| LPSampling strategy=random, Annotation size (|A|)=10, Zero-shot (ZS)=false2026.01 | 74.8 | |
| HistoCRFSampling strategy=random, Annotation size (|A|)=0, Zero-shot (ZS)=false2026.01 | 74.4 | |
| CPath-CLIPzero-shot=true2024.12 | 72.3 | |
| PathGen-CLIP-Lzero-shot=true2024.12 | 71.5 | |
| LPSampling strategy=random, Annotation size (|A|)=5, Zero-shot (ZS)=false2026.01 | 65.5 | |
| HistoCRFSampling strategy=random, Zero-shot (ZS)=true2026.01 | 60.4 | |
| LPSampling strategy=random, Annotation size (|A|)=0, Zero-shot (ZS)=false2026.01 | 53.9 | |
| PathCLIPzero-shot=true2024.12 | 46.8 | |
| QuiltNetzero-shot=true2024.12 | 43.8 | |
| BiomedCLIPzero-shot=true2024.12 | 39.8 | |
| OpenAI-CLIP-Lzero-shot=true2024.12 | 34.3 | |
| PLIPzero-shot=true2024.12 | 34.3 |