Classification on Pub-Brain-5-GT (test)
95Balanced Accuracy (Stroke)HLIP
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| HLIPZero-shot classification=true2025.05 | 95 | 89.2 | 79.6 | 73.4 | 84.3 | 54.8 | 61.3 | |
| ConceptCLIPZero-shot classification=true, +annotation=true2025.05 | 93.6 | 97.8 | 70.8 | 76.8 | 84.8 | 39.4 | 50.8 | |
| BiomedCLIPZero-shot classification=true, +annotation=true2025.05 | 86.4 | 94.1 | 75.8 | 75 | 82.8 | 45.7 | 45.3 | |
| ViTZero-shot classification=true, implementation=our impl2025.05 | 76.7 | 93.5 | 58.2 | 58.2 | 71.7 | 42.1 | 43.5 | |
| ConceptCLIPZero-shot classification=true2025.05 | 69.6 | 92.1 | 57.8 | 69.5 | 72.3 | 35.2 | 31.6 | |
| BiomedCLIPZero-shot classification=true2025.05 | 66.7 | 88.2 | 63.8 | 74.6 | 73.3 | 46.2 | 33.1 | |
| PrimaZero-shot classification=true2025.05 | 61.2 | 81 | 87.7 | 53.4 | 70.8 | 45.9 | 31.4 |