Medical Report Generation on IU-Xray (test)
0.463ROUGE-LNeuroSymb-MRG (Ours)
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| NeuroSymb-MRG (Ours)2026.03 | 0.463 | — | 0.253 | 0.275 | 0.602 | 0.425 | 0.321 | |
| MRG-LLM2026.03 | 0.408 | — | 0.202 | 0.221 | 0.529 | 0.359 | 0.266 | |
| BootstrappingLLMPublication=AAAI 20242024.10 | 0.39 | — | 0.184 | 0.208 | 0.499 | 0.323 | 0.238 | |
| M2Tr.Prog.2026.03 | 0.39 | — | 0.173 | 0.192 | 0.486 | 0.317 | 0.232 | |
| MambaXray-VL-BasePublication=Ours2024.10 | 0.388 | 0.508 | 0.179 | 0.215 | 0.479 | 0.322 | 0.236 | |
| XPRONET*2026.03 | 0.387 | — | 0.169 | 0.202 | 0.491 | 0.325 | 0.228 | |
| CMM+RL2026.03 | 0.384 | — | 0.181 | 0.201 | 0.494 | 0.321 | 0.235 | |
| DCL2023.03 | 0.383 | 0.586 | 0.163 | 0.193 | — | — | — | |
| DCLPublication=CVPR 20232024.10 | 0.383 | 0.586 | 0.163 | 0.193 | — | — | — | |
| MGSK2023.03 | 0.381 | 0.382 | 0.178 | — | — | — | — | |
| CA2023.03 | 0.381 | — | 0.169 | 0.193 | — | — | — | |
| Contra.Attn.2026.03 | 0.381 | — | 0.169 | 0.193 | 0.492 | 0.314 | 0.222 | |
| METransformerPublication=CVPR 20232024.10 | 0.38 | 0.435 | 0.172 | 0.192 | 0.483 | 0.322 | 0.228 | |
| AlignTransPublication=MICCAI 20212024.10 | 0.379 | — | 0.173 | 0.204 | 0.484 | 0.313 | 0.225 | |
| Aligntransformer2026.03 | 0.379 | — | 0.173 | 0.204 | 0.484 | 0.313 | 0.225 | |
| VLCI†2026.03 | 0.379 | — | 0.115 | 0.166 | 0.324 | 0.211 | 0.151 | |
| CMCL2023.03 | 0.378 | — | 0.162 | 0.186 | — | — | — | |
| CMCLbase_model=Co-Attention2022.06 | 0.378 | — | 0.162 | 0.186 | 0.473 | 0.305 | 0.217 | |
| CMCLPublication=ACL 20212024.10 | 0.378 | — | 0.162 | 0.186 | 0.473 | 0.305 | 0.217 | |
| CMCL2026.03 | 0.378 | — | 0.162 | 0.186 | 0.473 | 0.305 | 0.217 | |
| RAMT2026.03 | 0.377 | — | 0.165 | 0.195 | 0.482 | 0.31 | 0.221 | |
| PPKED2023.03 | 0.376 | 0.351 | 0.168 | 0.19 | — | — | — | |
| PPKEDPublication=CVPR 20212024.10 | 0.376 | 0.351 | 0.168 | 0.187 | 0.483 | 0.315 | 0.224 | |
| Clinical-BERTPublication=AAAI 20222024.10 | 0.376 | 0.432 | 0.17 | 0.209 | 0.495 | 0.33 | 0.231 | |
| R2GenGPTPublication=Meta Radiology 2023, follow_r2gen_annotation=true2024.10 | 0.376 | 0.542 | 0.161 | 0.219 | 0.465 | 0.299 | 0.214 | |
| PPKED2026.03 | 0.376 | — | 0.168 | — | 0.483 | 0.315 | 0.224 | |
| R2GenCMNPublication=ACL-IJCNLP 20212024.10 | 0.375 | — | 0.17 | 0.191 | 0.475 | 0.309 | 0.222 | |
| CMN2026.03 | 0.375 | — | 0.17 | 0.191 | 0.475 | 0.309 | 0.222 | |
| PPKED2025.12 | 0.372 | 0.351 | — | 0.216 | 0.378 | — | — | |
| MCGN2026.03 | 0.372 | — | 0.171 | 0.19 | 0.481 | 0.316 | 0.226 | |
| R2Gen2023.03 | 0.371 | 0.398 | 0.165 | 0.187 | — | — | — | |
| R2Gen2022.06 | 0.371 | — | 0.165 | 0.187 | 0.47 | 0.304 | 0.219 | |
| R2GenPublication=EMNLP 20202024.10 | 0.371 | — | 0.165 | 0.187 | 0.47 | 0.304 | 0.219 | |
| MambaXray-VL-LargePublication=Ours2024.10 | 0.371 | 0.524 | 0.185 | 0.216 | 0.491 | 0.33 | 0.241 | |
| R2Gen2026.03 | 0.371 | — | 0.165 | 0.187 | 0.47 | 0.304 | 0.219 | |
| R2GenGPT2026.03 | 0.37 | — | 0.158 | 0.2 | 0.482 | 0.306 | 0.215 | |
| MKG2023.03 | 0.367 | 0.304 | 0.147 | — | — | — | — | |
| SentSAT + KG2022.06 | 0.367 | — | 0.147 | — | 0.441 | 0.291 | 0.203 | |
| CMAS-RL2022.06 | 0.362 | — | 0.154 | — | 0.464 | 0.301 | 0.21 | |
| R2GEN2025.12 | 0.358 | 0.331 | — | 0.204 | 0.356 | — | — | |
| MedRAT2026.03 | 0.349 | — | 0.129 | — | 0.455 | — | — | |
| LDPvalidation_mode=zero-shot, backbone=Qwen2-VL-7B2025.12 | 0.344 | 0.333 | — | 0.228 | 0.392 | — | — | |
| Transformer2022.06 | 0.342 | — | 0.135 | 0.164 | 0.396 | 0.254 | 0.179 | |
| KERP2023.03 | 0.339 | 0.28 | 0.162 | — | — | — | — | |
| Transformer2025.12 | 0.339 | 0.312 | — | 0.186 | 0.334 | — | — | |
| M2Transformer2026.03 | 0.328 | — | 0.143 | 0.17 | 0.402 | 0.284 | 0.168 | |
| HRGP2023.03 | 0.322 | 0.343 | 0.151 | — | — | — | — | |
| HRGR-Agent2022.06 | 0.322 | — | 0.151 | — | 0.438 | 0.298 | 0.208 | |
| AAtt2025.12 | 0.321 | 0.297 | — | 0.173 | 0.312 | — | — | |
| Transformer2026.03 | 0.317 | — | 0.136 | 0.168 | 0.372 | 0.251 | 0.147 | |
| AdaAtt2026.03 | 0.311 | — | 0.126 | 0.165 | 0.284 | 0.207 | 0.15 | |
| Att2in2026.03 | 0.309 | — | 0.091 | 0.162 | 0.248 | 0.134 | 0.116 | |
| SaT2025.12 | 0.307 | 0.285 | — | 0.162 | 0.295 | — | — | |
| Show-Tell2026.03 | 0.307 | — | 0.078 | 0.157 | 0.243 | 0.13 | 0.108 | |
| PromptMRG2026.03 | 0.281 | — | 0.098 | 0.16 | 0.401 | — | — | |
| PromptMRGPublication=AAAI 20242024.10 | 0.16 | — | 0.098 | 0.281 | 0.401 | — | — |