Chest X-ray Report Generation on MIMIC-CXR
47.1PrecisionDCL
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DCLfull_model=true2023.03 | 47.1 | — | — | — | — | — | — | 35.2 | 37.3 | — | — | — | — | — | — | |
| DCLablation=without image-report matching loss (L_IRM)2023.03 | 46.9 | — | — | — | — | — | — | 35.3 | 37.2 | — | — | — | — | — | — | |
| DCLablation=without image-report contrastive loss (L_IRC)2023.03 | 46.3 | — | — | — | — | — | — | 33.7 | 35.9 | — | — | — | — | — | — | |
| MKSG2023.03 | 45.8 | — | — | — | — | — | — | 34.8 | 37.1 | — | — | — | — | — | — | |
| R2Gen2023.03 | 33.3 | — | — | — | — | — | — | 27.3 | 27.6 | — | — | — | — | — | — | |
| DCLablation=without Dynamic Graph (G)2023.03 | 27.5 | — | — | — | — | — | — | 18.5 | 19.4 | — | — | — | — | — | — | |
| M2TR2023.03 | 24 | — | — | — | — | — | — | 42.8 | 30.8 | — | — | — | — | — | — | |
| TopDown2023.03 | 16.6 | — | — | — | — | — | — | 12.1 | 13.3 | — | — | — | — | — | — | |
| CC-Transformer2021.07 | — | 41.1 | 47.5 | 36.1 | 22.8 | 33.3 | 21.7 | — | — | — | — | — | — | — | — | |
| Clinical-NLG2021.07 | — | — | 41.9 | 36 | — | 22.5 | 20.9 | — | — | — | — | — | — | — | — | |
| CMNRL=No, Year=20212023.04 | — | — | — | — | — | — | — | — | — | — | — | — | 33.4 | 27.5 | 27.8 | |
| Contrastive AttentionRL=No, Year=20212023.04 | — | — | — | — | — | — | — | — | — | — | — | — | 35.2 | 29.8 | 30.3 | |
| CVT-212DistilGPT2RL=No, Year=20222023.04 | — | — | — | — | — | — | — | — | — | — | — | — | 35.9 | 41.2 | 38.4 | |
| M² TR. PROGRESSIVERL=No, Year=20212023.04 | — | — | — | — | — | — | — | — | — | — | — | — | 24 | 42.8 | 30.8 | |
| M² Trans w/ NLLRL=No, Year=20212023.04 | — | — | — | — | — | — | — | — | — | 48.9 | 41.1 | 44.7 | — | — | — | |
| M² Trans w/ NLL+BS+f_CENRL=Yes, Year=20212023.04 | — | — | — | — | — | — | — | — | — | 50.3 | 65.1 | 56.7 | — | — | — | |
| M² Trans w/ NLL+BS+fc_ERL=Yes, Year=20212023.04 | — | — | — | — | — | — | — | — | — | 46.3 | 73.2 | 56.7 | — | — | — | |
| R2GenRL=No, Year=20202023.04 | — | — | — | — | — | — | — | — | — | 41.2 | 29.8 | 34.6 | 33.1 | 22.4 | 22.8 | |
| RGRGRL=No, Year=Ours2023.04 | — | — | — | — | — | — | — | — | — | 49.1 | 61.7 | 54.7 | 46.1 | 47.5 | 44.7 | |
| VTI2021.07 | — | 40.3 | 49.7 | 34.2 | 21 | 35 | 15.1 | — | — | — | — | — | — | — | — |