Radiology Report Generation on MIMIC-CXR (curated 1k subset, test)
0.425BLEU-1View-PNDF
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| View-PNDFVLM Backbone=Hulu-Med-7B2026.06 | 0.425 | 0.26 | 0.179 | 0.176 | 0.188 | 0.301 | 0.522 | 0.445 | 0.428 | |
| View-PNDFVLM Backbone=LLaVA-Med-7B2026.06 | 0.418 | 0.254 | 0.174 | 0.171 | 0.182 | 0.294 | 0.515 | 0.432 | 0.42 | |
| View-PNDFVLM Backbone=MedGemma-4B2026.06 | 0.408 | 0.245 | 0.166 | 0.164 | 0.174 | 0.286 | 0.502 | 0.415 | 0.408 | |
| View-PNDFVLM Backbone=InternVL-DA-Medical-4B2026.06 | 0.402 | 0.24 | 0.162 | 0.16 | 0.168 | 0.282 | 0.495 | 0.405 | 0.398 | |
| MLRG2026.06 | 0.398 | 0.236 | 0.159 | 0.156 | 0.169 | 0.278 | 0.491 | 0.398 | 0.401 | |
| PromptMRG2026.06 | 0.369 | 0.223 | 0.142 | 0.099 | 0.147 | 0.26 | 0.471 | 0.198 | 0.352 | |
| M2KT2026.06 | 0.368 | 0.22 | 0.149 | 0.107 | — | 0.259 | 0.42 | 0.339 | 0.352 | |
| CAMANET2026.06 | 0.367 | 0.219 | 0.151 | 0.107 | 0.142 | 0.279 | 0.467 | 0.323 | 0.381 | |
| R2GEN2026.06 | 0.353 | 0.218 | 0.145 | 0.103 | 0.142 | 0.27 | 0.406 | 0.203 | 0.204 | |
| R2GENCMN2026.06 | 0.348 | 0.206 | 0.135 | 0.094 | 0.136 | 0.266 | 0.44 | 0.325 | 0.374 | |
| XPRONet2026.06 | 0.344 | 0.215 | 0.146 | 0.105 | 0.138 | 0.279 | 0.463 | 0.285 | 0.353 |