Medical Report Generation on MIMIC-CXR (BLEU 1-4, ROUGE-L, CIDEr, and CheXbert Metrics)
69.83CheXbert PrecisionFedProx
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| FedProx2026.02 | 69.83 | 24.59 | 30.26 | 27.16 | 17.8 | 12.85 | 9.7 | 34.11 | 37.38 | |
| FedAvg2026.02 | 68.58 | 22.63 | 28.43 | 29.16 | 19.49 | 14.36 | 11 | 35.77 | 37.54 | |
| FedAdam2026.02 | 58.74 | 25.95 | 31.8 | 39.17 | 28.56 | 22.42 | 18.39 | 43.08 | 97.07 | |
| FedTAR2026.02 | 52.73 | 28.82 | 33.21 | 36.59 | 27.83 | 22.6 | 19.08 | 44.42 | 120.58 | |
| FedYogi2026.02 | 52.02 | 23.36 | 29.9 | 35.55 | 22.57 | 18.94 | 13.84 | 37.03 | 94.11 | |
| DRFA2026.02 | 47.67 | 26.66 | 30.3 | 36.81 | 26.94 | 21.3 | 17.64 | 42.71 | 108.1 | |
| SCAFFOLD2026.02 | 44.58 | 22.6 | 21.47 | 28 | 17.23 | 14.21 | 9.86 | 38.05 | 99.11 |