Patch Classification Suite OOD v1.0
89.4SkinCancerCPath-Omni
Evaluation Results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CPath-OmniModel Type=Pathology-specific2024.12 | 89.4 | 92.1 | 100 | 57.4 | 88.8 | 85.1 | 52.7 | 78.9 | 47.4 | 80.9 | 84.4 | 99.2 | 89.4 | 87.6 | 81 | |
| PathGen-LLaVAModel Type=Pathology-specific2024.12 | 42.4 | 79.8 | 100 | 57.1 | 42.1 | 43.9 | 66.2 | 34.9 | 50 | 26.9 | 27.4 | 92.2 | 43.1 | 19.1 | 51.8 | |
| GPT-4oModel Type=General-purpose2024.12 | 33.7 | 46.7 | 81.3 | 59.8 | 29.7 | 62.5 | 64.4 | 63.3 | 50 | 41.3 | 51.3 | 74.6 | 54.4 | 39.4 | 53.7 | |
| Gemini-1.5-proModel Type=General-purpose2024.12 | 30.2 | 57.5 | 87.5 | 39.9 | 36.3 | 60 | 34.6 | 54.2 | 53.8 | 35.6 | 36.8 | 77.7 | 71.8 | 30.4 | 50.5 | |
| Quilt-LLaVAModel Type=Pathology-specific2024.12 | 6.7 | 63.2 | 92.1 | 16.2 | 15.3 | 42.1 | 58.1 | 33.6 | 50 | 25.7 | 18.1 | 59.7 | 33.4 | 23.1 | 38.4 |