Radiology Report Generation on MIMIC-CXR (official)
0.474CheXpert-14 ScoreFSE-1
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| FSE-1Approach=Generative-based, Mgt=Cpl.2024.05 | 0.474 | 0.845 | 0.373 | 0.228 | 0.152 | 0.109 | 0.148 | 0.279 | 0.241 | 0.542 | |
| FSE-1Approach=Generative-based, Mgt=1002024.05 | 0.473 | 0.845 | 0.384 | 0.235 | 0.158 | 0.113 | 0.152 | 0.281 | 0.241 | 0.538 | |
| FSE-1Approach=Generative-based, Mgt=902024.05 | 0.472 | 0.845 | 0.389 | 0.238 | 0.16 | 0.115 | 0.153 | 0.281 | 0.24 | 0.536 | |
| FSE-1Approach=Generative-based, Mgt=802024.05 | 0.47 | 0.844 | 0.397 | 0.242 | 0.163 | 0.117 | 0.155 | 0.281 | 0.238 | 0.529 | |
| FSE-1Approach=Generative-based, Mgt=602024.05 | 0.453 | 0.841 | 0.381 | 0.232 | 0.156 | 0.113 | 0.158 | 0.279 | 0.225 | 0.499 | |
| CvT2DistillGPT2Approach=Generative-based, Venue=ARTMED'23, Mgt=Cpl.2024.05 | 0.434 | 0.842 | 0.323 | 0.204 | 0.14 | 0.102 | 0.138 | 0.277 | 0.237 | 0.483 | |
| M2KTApproach=Generative-based, Venue=MedIA'23, Mgt=Cpl.2024.05 | 0.413 | 0.833 | 0.351 | 0.204 | 0.128 | 0.085 | 0.133 | 0.244 | 0.21 | 0.483 | |
| SAApproach=Generative-based, Venue=EMNLP'232024.05 | 0.394 | — | — | 0.162 | — | — | — | — | 0.228 | — | |
| R2GenCMNApproach=Generative-based, Venue=ACL'21, Mgt=Cpl.2024.05 | 0.393 | 0.844 | 0.328 | 0.198 | 0.13 | 0.09 | 0.133 | 0.268 | 0.223 | 0.464 | |
| CvT2DistillGPT2Approach=Generative-based, Venue=ARTMED'23, Mgt=602024.05 | 0.391 | 0.839 | 0.393 | 0.248 | 0.171 | 0.127 | 0.155 | 0.286 | 0.223 | 0.463 | |
| CAMANetApproach=Generative-based, Venue=JBHI'242024.05 | 0.387 | — | 0.374 | 0.23 | 0.155 | 0.112 | 0.145 | 0.279 | — | — | |
| X-REMApproach=Retrieval-based, Venue=MIDL'232024.05 | 0.381 | — | — | — | 0.186 | — | — | — | 0.181 | — | |
| DCLApproach=Generative-based, Venue=CVPR'23, Mgt=902024.05 | 0.373 | — | — | — | — | 0.109 | 0.15 | 0.284 | — | — | |
| GSKETApproach=Generative-based, Venue=MedIA'22, Mgt=802024.05 | 0.371 | — | 0.363 | 0.228 | 0.156 | 0.115 | — | 0.284 | — | — | |
| CMCAApproach=Generative-based, Venue=COLING'222024.05 | 0.356 | — | 0.36 | 0.227 | 0.156 | 0.117 | 0.148 | 0.287 | — | — | |
| M2KTApproach=Generative-based, Venue=MedIA'23, Mgt=802024.05 | 0.352 | 0.831 | 0.386 | 0.237 | 0.157 | 0.111 | 0.137 | 0.274 | 0.204 | 0.477 | |
| R2GenApproach=Generative-based, Venue=EMNLP'20, Mgt=1002024.05 | 0.34 | 0.841 | 0.353 | 0.218 | 0.145 | 0.103 | 0.142 | 0.277 | 0.207 | 0.34 | |
| R2GenApproach=Generative-based, Venue=EMNLP'20, Mgt=Cpl.2024.05 | 0.338 | 0.841 | 0.35 | 0.209 | 0.137 | 0.097 | 0.135 | 0.266 | 0.211 | 0.339 | |
| Pretrain+FMVPApproach=Generative-based, Venue=TMM'242024.05 | 0.336 | — | 0.389 | 0.236 | 0.156 | 0.108 | 0.15 | 0.284 | — | — | |
| RAMTApproach=Generative-based, Venue=TMM'242024.05 | 0.335 | — | 0.362 | 0.229 | 0.157 | 0.113 | 0.153 | 0.284 | — | — | |
| OpenLLaMA-7BApproach=Generative-based, Venue=NIPSW'232024.05 | 0.32 | — | — | — | — | 0.069 | — | 0.235 | — | 0.422 | |
| METransformerApproach=Generative-based, Venue=CVPR'232024.05 | 0.311 | — | 0.386 | 0.25 | 0.169 | 0.124 | 0.152 | 0.291 | — | — | |
| R2GenCMNApproach=Generative-based, Venue=ACL'21, Mgt=1002024.05 | 0.278 | 0.843 | 0.353 | 0.218 | 0.148 | 0.106 | 0.142 | 0.278 | 0.22 | 0.461 | |
| MMTNApproach=Generative-based, Venue=AAAI'232024.05 | — | — | 0.379 | 0.238 | 0.159 | 0.116 | — | 0.283 | — | — |