Report Generation on MIMIC-CXR (test)
15.6BLEU-4MOTOR
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MOTOR2025.03 | 15.6 | — | — | — | 21.3 | — | — | — | 31.4 | 19.3 | — | — | |
| MedUnifierText-Grounded Image Generation (TIG)=true2025.03 | 12.9 | — | — | — | 26.3 | 41.5 | 18.1 | — | 34 | 22.7 | — | — | |
| MedUnifierText-Grounded Image Generation (TIG)=false2025.03 | 11.3 | — | — | — | 24.4 | 40.1 | 16 | — | 29.6 | 18.8 | — | — | |
| DCL2025.03 | 10.9 | — | — | — | — | — | — | — | 28.4 | 15 | — | — | |
| PTUnifier2025.03 | 10.7 | — | — | — | — | — | — | — | — | — | — | — | |
| R2Gen2025.03 | 10.3 | — | — | — | 21.8 | 35.3 | 14.5 | — | 27.7 | 14.2 | — | — | |
| BioViL-T (AR)Pre-training=BioViL-T, Decoding Category=Auto-regressive (AR), Prior Image=true, Prior Report=true2023.01 | 9.2 | 29.6 | 31.7 | 17.5 | — | — | — | — | — | — | — | — | |
| ViLT2025.03 | 9.2 | — | — | — | 21.3 | — | — | — | 29.6 | — | — | — | |
| BioViL-T (AR)Pre-training=BioViL-T, Decoding Category=Auto-regressive (AR), Prior Image=true, Prior Report=false2023.01 | 8.2 | 28.7 | 30.2 | 16 | — | — | — | — | — | — | — | — | |
| Baseline (AR)Pre-training=BioViL, Decoding Category=Auto-regressive (AR), Prior Image=false, Prior Report=false2023.01 | 7.5 | 27.9 | 29.3 | 13.8 | — | — | — | — | — | — | — | — | |
| BioViL-T (NN)Pre-training=BioViL-T, Decoding Category=Nearest Neighbour (NN), Prior Image=true, Prior Report=false2023.01 | 4.5 | 20.5 | 29 | 13 | — | — | — | — | — | — | — | — | |
| Baseline (NN)Pre-training=BioViL, Decoding Category=Nearest Neighbour (NN), Prior Image=false, Prior Report=false2023.01 | 3.7 | 20 | 28.3 | 11.1 | — | — | — | — | — | — | — | — | |
| CXR-RePaiR-2Pre-training=BioViL, Decoding Category=Nearest Neighbour (NN), Prior Image=false, Prior Report=false2023.01 | 2.1 | 14.3 | 28.1 | 12.5 | — | — | — | — | — | — | — | — | |
| AdaMatch-Cyclic2023.12 | 0.106 | — | — | — | 0.2346 | 0.3793 | 0.154 | 0.1625 | 0.2859 | — | — | — | |
| R2GenCMN2023.12 | 0.1053 | — | — | — | 0.2332 | 0.3719 | 0.1538 | 0.1501 | 0.2827 | — | — | — | |
| XProNet2023.12 | 0.1052 | — | — | — | 0.2212 | 0.3532 | 0.1498 | 0.1415 | 0.2811 | — | — | — | |
| M2KT2023.12 | 0.1044 | — | — | — | 0.2192 | 0.3661 | 0.1465 | 0.1528 | 0.2673 | — | — | — | |
| R2Gen2023.12 | 0.1038 | — | — | — | 0.2232 | 0.3553 | 0.1523 | 0.1412 | 0.2784 | — | — | — | |
| Joint-TriNet2023.12 | 0.1021 | — | — | — | 0.2266 | 0.3585 | 0.155 | 0.1425 | 0.2788 | — | — | — | |
| ITHN2023.12 | 0.0992 | — | — | — | 0.2128 | 0.3623 | 0.1402 | 0.1488 | 0.2622 | — | — | — | |
| BioViL-TDecoded sections=Impression2023.01 | — | — | 34.83 | — | 15.86 | — | — | — | — | — | — | — | |
| BioViL-TDecoded sections=Findings & Impression2023.01 | — | — | 35.86 | — | 21.31 | — | — | — | — | — | — | — | |
| CoDiXRInput Modality=Frontal (F→T)2025.01 | — | — | — | — | — | — | — | — | — | — | 0.49 | 0.67 | |
| CoDiXRInput Modality=Lateral (L→T)2025.01 | — | — | — | — | — | — | — | — | — | — | 0.48 | 0.67 | |
| CoDiXRInput Modality=Frontal + Lateral (F+L→T)2025.01 | — | — | — | — | — | — | — | — | — | — | 0.5 | 0.67 | |
| CXR-RePaiR-SelDecoded sections=Impression2023.01 | — | — | 27.4 | — | 5 | — | — | — | — | — | — | — | |
| CXRMateInput Modality=Frontal (F→T)2025.01 | — | — | — | — | — | — | — | — | — | — | 0.4 | 0.51 | |
| CXRMateInput Modality=Lateral (L→T)2025.01 | — | — | — | — | — | — | — | — | — | — | 0.37 | 0.49 | |
| CXRMateInput Modality=Frontal + Lateral (F+L→T)2025.01 | — | — | — | — | — | — | — | — | — | — | 0.39 | 0.51 | |
| IFCCDecoded sections=Findings2023.01 | — | — | 27 | — | 21.7 | — | — | — | — | — | — | — | |
| LLM-CXRInput Modality=Frontal (F→T)2025.01 | — | — | — | — | — | — | — | — | — | — | 0.31 | 0.45 | |
| R2genDecoded sections=Findings & Impression2023.01 | — | — | 14.8 | — | 21.2 | — | — | — | — | — | — | — | |
| UniXGenInput Modality=Frontal (F→T)2025.01 | — | — | — | — | — | — | — | — | — | — | 0.31 | 0.47 | |
| UniXGenInput Modality=Lateral (L→T)2025.01 | — | — | — | — | — | — | — | — | — | — | 0.36 | 0.47 | |
| UniXGenInput Modality=Frontal + Lateral (F+L→T)2025.01 | — | — | — | — | — | — | — | — | — | — | 0.36 | 0.47 | |
| XGeMInput Modality=Frontal (F→T)2025.01 | — | — | — | — | — | — | — | — | — | — | 0.56 | 0.72 | |
| XGeMInput Modality=Lateral (L→T)2025.01 | — | — | — | — | — | — | — | — | — | — | 0.54 | 0.71 | |
| XGeMInput Modality=Frontal + Lateral (F+L→T)2025.01 | — | — | — | — | — | — | — | — | — | — | 0.58 | 0.72 |