Medical Report Generation and Diagnostic Classification on Alzheimer's Disease Progression CN vs. CI
0.5422BLEU ScoreEMAD
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| EMADLoRA-finetuned=true2026.02 | 0.5422 | 0.679 | 0.7781 | 0.912 | 93.33 | 91.83 | 88.67 | 95 | |
| M3d-LaMedLoRA-finetuned=true2026.02 | 0.3627 | 0.5419 | 0.6594 | 0.8748 | 91.28 | 89.16 | 86.72 | 93.14 | |
| Med-PaLM-MLoRA-finetuned=true2026.02 | 0.3394 | 0.5173 | 0.6371 | 0.8726 | 90.13 | 87.42 | 84.95 | 92.07 | |
| LLaVA-MedLoRA-finetuned=true2026.02 | 0.3186 | 0.4981 | 0.6179 | 0.8592 | 88.57 | 85.03 | 82.16 | 90.28 | |
| LLaVA-1.5-7BLoRA-finetuned=true2026.02 | 0.2973 | 0.4764 | 0.5987 | 0.8485 | 86.42 | 83.19 | 80.37 | 88.54 | |
| M3d-LaMedzero-shot=true2026.02 | 0.1375 | 0.2982 | 0.3598 | 0.8341 | 82.37 | 79.65 | 70.94 | 87.56 | |
| Med-PaLM-Mzero-shot=true2026.02 | 0.1189 | 0.2826 | 0.3314 | 0.8293 | 79.12 | 76.84 | 67.53 | 86.19 | |
| LLaVA-Medzero-shot=true2026.02 | 0.1024 | 0.2635 | 0.3042 | 0.8137 | 76.41 | 73.27 | 64.89 | 84.72 | |
| LLaVA-1.5-7Bzero-shot=true2026.02 | 0.0831 | 0.2417 | 0.2795 | 0.8012 | 74.23 | 70.58 | 62.14 | 82.36 |