Medical Image Classification on SC (Skin Cancer) (test)
79.05AccuracyMedGemma
Evaluation results
| Method | Links | |
|---|---|---|
| MedGemmatraining_status=specifically trained, model_version=4b-it2025.12 | 79.05 | |
| GPT-4evaluation_mode=standardized prompting technique2025.12 | 69.54 | |
| Centralizedpartition=Average2024.10 | 61.01 | |
| FACMICalpha=0.62024.10 | 58.47 | |
| FACMICpartition=iid2024.10 | 57.62 | |
| FACMICpartition=Average2024.10 | 57.41 | |
| FACMICalpha=0.32024.10 | 56.78 | |
| FACMICalpha=0.92024.10 | 56.78 | |
| FedCLIPalpha=0.62024.10 | 55.93 | |
| FedAVGalpha=0.92024.10 | 54.23 | |
| FedFocalalpha=0.92024.10 | 54.23 | |
| FedCLIPalpha=0.92024.10 | 54.23 | |
| MOONalpha=0.92024.10 | 53.38 | |
| FedCLIPalpha=0.32024.10 | 53.38 | |
| FedCLIPpartition=Average2024.10 | 53.38 | |
| FedProxalpha=0.62024.10 | 51.69 | |
| FedFocalpartition=iid2024.10 | 51.69 | |
| FedFocalpartition=Average2024.10 | 51.05 | |
| FedProxpartition=iid2024.10 | 50.84 | |
| MOONalpha=0.32024.10 | 50.84 | |
| MOONpartition=Average2024.10 | 50.42 | |
| FedAVGpartition=Average2024.10 | 50.21 | |
| MOONalpha=0.62024.10 | 50 | |
| FedCLIPpartition=iid2024.10 | 50 | |
| FedProxpartition=Average2024.10 | 49.99 | |
| FedAVGalpha=0.62024.10 | 49.15 | |
| FedAVGpartition=iid2024.10 | 49.15 | |
| FedProxalpha=0.92024.10 | 49.15 | |
| FedFocalalpha=0.32024.10 | 49.15 | |
| FedFocalalpha=0.62024.10 | 49.15 | |
| FedAVGalpha=0.32024.10 | 48.3 | |
| FedProxalpha=0.32024.10 | 48.3 | |
| MOONpartition=iid2024.10 | 47.45 |