Brain Disease Classification on Pub-Brain-5-gt
99BAcc (Stroke)ItemizedCLIP
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ItemizedCLIPZero-shot evaluation=true, 2D slice annotations usage=false2025.12 | 99 | 96.9 | 89.3 | 94.8 | 58.2 | 68.2 | |
| HLIPZero-shot evaluation=true, 2D slice annotations usage=false2025.12 | 95 | 89.2 | 79.6 | 73.4 | 54.8 | 61.3 | |
| ConceptCLIP +annotationZero-shot evaluation=true, 2D slice annotations usage=true2025.12 | 93.6 | 97.8 | 70.8 | 76.8 | 39.4 | 50.8 | |
| BiomedCLIP +annotationZero-shot evaluation=true, 2D slice annotations usage=true2025.12 | 86.4 | 94.1 | 75.8 | 75 | 45.7 | 45.3 | |
| FullViTZero-shot evaluation=true, 2D slice annotations usage=false2025.12 | 76.7 | 93.5 | 58.2 | 58.2 | 42.1 | 43.5 | |
| ConceptCLIPZero-shot evaluation=true, 2D slice annotations usage=false2025.12 | 69.6 | 92.1 | 57.8 | 69.5 | 35.2 | 31.6 | |
| BiomedCLIPZero-shot evaluation=true, 2D slice annotations usage=false2025.12 | 66.7 | 88.2 | 63.6 | 59.8 | 50.4 | 31.5 | |
| PrimaZero-shot evaluation=true, 2D slice annotations usage=false2025.12 | 61.2 | 81 | 87.7 | 53.4 | 45.9 | 31.4 |