Findings Generation on IU-Xray (test)
48BLEU-1VisualGPT
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| VisualGPT2021.02 | 48 | 31.3 | 22.2 | 15.9 | — | 49.7 | 20.5 | 37.4 | — | |
| Chen et al.2021.02 | 47 | 30.4 | 21.9 | 16.5 | — | — | 18.7 | 37.1 | — | |
| CMAS-RL2021.02 | 46.4 | 30.1 | 21 | 15.4 | — | 27.5 | — | 37.1 | — | |
| CoAtt2021.02 | 45.5 | 28.8 | 20.5 | 15.4 | — | 27.7 | — | 36.9 | — | |
| HRGR2021.02 | 43.8 | 29.8 | 20.8 | 15.1 | — | 34.3 | — | 32.2 | — | |
| Att2in2021.02 | 22.4 | 12.9 | 8.9 | 6.8 | — | 29.7 | — | 30.8 | — | |
| KGAE-SupervisedRatio of Pairs=100%2021.11 | 0.512 | 0.327 | 0.24 | 0.179 | — | — | 0.195 | 0.383 | — | |
| KGAE-SemiRatio of Pairs=60%2021.11 | 0.497 | 0.32 | 0.232 | 0.171 | — | — | 0.189 | 0.379 | — | |
| VTI2021.07 | 0.493 | 0.36 | 0.291 | 0.154 | 0.375 | — | 0.218 | — | — | |
| Align TransformerYear=Current Paper2022.03 | 0.484 | 0.313 | 0.225 | 0.173 | — | — | 0.204 | 0.379 | 63 | |
| PPKEDYear=2022, Backbone=ResNet-1522021.06 | 0.483 | 0.315 | 0.224 | 0.168 | — | 0.351 | 0.19 | 0.376 | — | |
| PPKEDYear=20212022.03 | 0.483 | 0.315 | 0.224 | 0.168 | — | — | 0.19 | 0.376 | — | |
| MvH2021.07 | 0.478 | 0.334 | 0.277 | 0.191 | 0.318 | — | 0.265 | — | — | |
| R2GenYear=2020, Backbone=ResNet-1522021.06 | 0.47 | 0.304 | 0.219 | 0.165 | — | — | 0.187 | 0.371 | — | |
| Memory-Transformer2021.07 | 0.47 | 0.304 | 0.219 | 0.165 | 0.371 | — | 0.187 | — | — | |
| R2GenYear=2020, Ratio of Pairs=100%2021.11 | 0.47 | 0.304 | 0.219 | 0.165 | — | — | 0.187 | 0.371 | — | |
| R2GenYear=20202022.03 | 0.47 | 0.304 | 0.219 | 0.165 | — | — | 0.187 | 0.371 | 22 | |
| MM-Att2021.07 | 0.467 | 0.358 | 0.27 | 0.195 | 0.366 | — | 0.274 | — | — | |
| CMASlearning=Reinforcement Learning (RL)2020.04 | 0.464 | 0.301 | 0.21 | 0.154 | 0.362 | 0.275 | — | — | — | |
| CMAS-RLYear=2019, Backbone=ResNet-1522021.06 | 0.464 | 0.301 | 0.21 | 0.154 | — | 0.275 | — | 0.362 | — | |
| CMAS-RL2021.07 | 0.464 | 0.301 | 0.21 | 0.154 | 0.362 | — | — | — | — | |
| CMAS-RLYear=20192022.03 | 0.464 | 0.301 | 0.21 | 0.154 | — | — | — | 0.362 | — | |
| CoAtt2020.04 | 0.455 | 0.288 | 0.205 | 0.154 | 0.369 | 0.277 | — | — | — | |
| CoAttYear=2018, Backbone=ResNet-1522021.06 | 0.455 | 0.288 | 0.205 | 0.154 | — | 0.277 | — | 0.369 | — | |
| CMASlearning=Imitation Learning (IL)2020.04 | 0.454 | 0.283 | 0.195 | 0.143 | 0.353 | 0.266 | — | — | — | |
| CMASvariant=NW, AW2020.04 | 0.451 | 0.286 | 0.199 | 0.146 | 0.366 | 0.269 | — | — | — | |
| SentSATYear=20192022.03 | 0.445 | 0.289 | 0.2 | 0.143 | — | — | — | 0.359 | — | |
| SentSAT+KGYear=2020, Backbone=ResNet-1522021.06 | 0.441 | 0.291 | 0.203 | 0.147 | — | 0.304 | — | 0.367 | — | |
| SentSAT+KGYear=20202022.03 | 0.441 | 0.291 | 0.203 | 0.147 | — | — | — | 0.367 | — | |
| CMASvariant=W2020.04 | 0.44 | 0.292 | 0.204 | 0.147 | 0.365 | 0.252 | — | — | — | |
| HRNNYear=2017, Backbone=ResNet-1522021.06 | 0.439 | 0.281 | 0.19 | 0.133 | — | 0.261 | — | 0.342 | — | |
| HGRG-Agent2020.04 | 0.438 | 0.298 | 0.208 | 0.151 | 0.322 | 0.343 | — | — | — | |
| HRGR-AgentYear=2018, Backbone=ResNet-1522021.06 | 0.438 | 0.298 | 0.208 | 0.151 | — | 0.343 | — | 0.322 | — | |
| HRGR-Agent2021.07 | 0.438 | 0.298 | 0.208 | 0.151 | 0.322 | — | — | — | — | |
| HRGR-AgentYear=20182022.03 | 0.438 | 0.298 | 0.208 | 0.151 | — | — | — | 0.322 | — | |
| M2 Trans.Year=2020, Ratio of Pairs=100%2021.11 | 0.437 | 0.29 | 0.205 | 0.152 | — | — | 0.176 | 0.353 | — | |
| KGAERatio of Pairs=0%2021.11 | 0.417 | 0.263 | 0.181 | 0.126 | — | — | 0.149 | 0.318 | — | |
| TransformerYear=2020, Backbone=ResNet-1522021.06 | 0.396 | 0.254 | 0.179 | 0.135 | — | — | 0.164 | 0.342 | — | |
| TransformerYear=2020, Ratio of Pairs=100%2021.11 | 0.396 | 0.254 | 0.179 | 0.135 | — | — | 0.164 | 0.342 | — | |
| Clinical-NLG2021.07 | 0.369 | 0.246 | 0.171 | 0.115 | 0.359 | — | — | — | — | |
| Att2in2020.04 | 0.224 | 0.129 | 0.089 | 0.068 | 0.308 | 0.297 | — | — | — | |
| Att2inYear=2017, Ratio of Pairs=100%2021.11 | 0.224 | 0.129 | 0.089 | 0.068 | — | — | — | 0.308 | — | |
| LRCN2020.04 | 0.223 | 0.128 | 0.089 | 0.067 | 0.305 | 0.284 | — | — | — | |
| AdaAtt2020.04 | 0.22 | 0.127 | 0.089 | 0.068 | 0.308 | 0.295 | — | — | — | |
| AdaAttYear=2017, Ratio of Pairs=100%2021.11 | 0.22 | 0.127 | 0.089 | 0.068 | — | — | — | 0.308 | — | |
| CNN-RNN2020.04 | 0.216 | 0.124 | 0.087 | 0.066 | 0.306 | 0.294 | — | — | — | |
| NICYear=2015, Ratio of Pairs=100%2021.11 | 0.216 | 0.124 | 0.087 | 0.066 | — | — | — | 0.306 | — |