Image Classification on ISIC-BM (test)
78.4AUCEfficientNet
Evaluation Results
| Method | Links | |
|---|---|---|
| EfficientNetEvaluation Protocol=Fine-tuned2025.12 | 78.4 | |
| TBFEvaluation Protocol=Fine-tuned, Random Perturbation=true2025.12 | 77 | |
| TBFEvaluation Protocol=Fine-tuned, Random Perturbation=false, alpha=12025.12 | 74.9 | |
| TBFEvaluation Protocol=Fine-tuned, Tool Selection=All modality-specific tools2025.12 | 74.8 | |
| Y-NetEvaluation Protocol=Fine-tuned2025.12 | 65.8 | |
| LlavaMed FTEvaluation Protocol=Fine-tuned2025.12 | 51.5 | |
| VisProgEvaluation Protocol=Zero-shot2025.12 | 50 | |
| LlavaMedEvaluation Protocol=Zero-shot2025.12 | 49.4 | |
| MedGemmaEvaluation Protocol=Zero-shot, Tool Prompts=Included2025.12 | 46.8 | |
| MedGemmaEvaluation Protocol=Zero-shot2025.12 | 44.4 |