Radiology Report Generation on MIMIC-CXR Findings
19.3BLEU-4DAMPER
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| DAMPER2026.02 | 19.3 | 40.2 | 28.9 | 30.1 | — | 50.7 | — | |
| MLRG2026.02 | 15.8 | 41.1 | 17.6 | 32 | 29.1 | 50.5 | 35.3 | |
| MPO2026.02 | 13.9 | 41.6 | 16.2 | 30.9 | — | 35.3 | — | |
| DART2026.02 | 13.7 | 43.7 | 17.5 | 31 | — | 53.3 | — | |
| SEI2026.02 | 13.5 | — | 15.8 | 29.9 | 24.9 | 46 | — | |
| OISA2026.02 | 12.9 | 42.8 | — | — | 24.4 | 48.6 | 32.2 | |
| Med-LMM2026.02 | 12.8 | — | 16.1 | 28.9 | — | 39.5 | — | |
| I3+C2FD2026.02 | 12.8 | 40.2 | 17.5 | 29.1 | — | 47.3 | — | |
| SRRG2026.02 | 12.8 | 41.6 | 29.4 | 16.2 | — | 48.6 | — | |
| RGRG2026.02 | 12.6 | 37.3 | 16.8 | 26.4 | — | 44.7 | — | |
| CoFE2026.02 | 12.5 | — | 17.6 | 30.4 | — | 40.5 | — | |
| METransformer2026.02 | 12.4 | 38.6 | 15.2 | 29.1 | — | 31.1 | — | |
| HERGen2026.02 | 12.2 | 39.5 | 15.6 | 28.5 | — | 31.7 | — | |
| LM-RRG2026.02 | 12.2 | — | 16.5 | 29.6 | — | 48.4 | — | |
| MAN2026.02 | 11.5 | 39.6 | 15.1 | 27.4 | — | 38.9 | — | |
| KiUT2026.02 | 11.3 | 39.3 | 16 | 28.5 | — | 32.1 | — | |
| FMVP2026.02 | 10.8 | 38.9 | 15 | 28.4 | — | 33.6 | — | |
| R2GenCMN2026.02 | 10.6 | 35.3 | 14.2 | 27.8 | — | 27.8 | — | |
| PPKED2026.02 | 10.6 | 36 | 14.9 | 28.4 | — | — | — | |
| CMN2026.02 | 10.6 | 35.3 | 14.2 | 27.8 | — | 27.8 | — | |
| DeepMedix-R12026.02 | 10.5 | 34 | 28.9 | 32.9 | 23.8 | 23.9 | — | |
| R2Gen2026.02 | 10.3 | 35.3 | 14.2 | 27.7 | — | 27.6 | — | |
| CMCL2026.02 | 9.7 | 34.4 | 13.3 | 28.1 | — | — | — | |
| CXRMate2026.02 | 7.9 | — | — | 26.2 | 27.2 | 35.7 | — | |
| MARL-Rad2026.02 | 5.6 | 53.3 | 29 | 27.5 | 29.4 | 54.4 | 39.6 | |
| MedGemma2026.02 | 1.4 | 28.5 | 23.8 | 20.3 | 19.5 | 49.4 | 36.1 | |
| SA2026.02 | — | — | — | — | 22.8 | — | — |