Medical Image Classification on Pneumonia (test)
94.7AccuracyNEARL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| NEARLBackbone=CLIP2025.08 | 94.7 | 94.2 | |
| MaPLeBackbone=CLIP2025.08 | 92.603 | 91.703 | |
| MedMambaBackbone=Mamba2025.08 | 89.501 | 88.101 | |
| XCoOpBackbone=CLIP2025.08 | 88.101 | 86.601 | |
| ViTBackbone=Transformer2025.08 | 87.2 | 85.5 | |
| ViPBackbone=CLIP2025.08 | 84.602 | 82.603 | |
| TextRefinerBackbone=CLIP2025.08 | 84 | 81.8 | |
| CoOpBackbone=CLIP2025.08 | 83.402 | 81.303 | |
| CoCoOpBackbone=CLIP2025.08 | 82.6 | 80.001 | |
| FATEBackbone=CLIP2025.08 | 82.6 | 80.4 | |
| MedGemmatraining_status=specifically trained, model_version=4b-it2025.12 | 81.71 | — | |
| GPT-4evaluation_mode=standardized prompting technique2025.12 | 69.91 | — |