Radiology Report Generation on IU-Xray
41.1ROUGE-L ScoreDATR
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| DATRPublication=CVPR 20252026.07 | 41.1 | — | 20.5 | 48.6 | 34.8 | 26.5 | 20.8 | |
| KiUTPublication=CVPR 20232026.07 | 40.9 | — | 24.2 | 52.5 | 36 | 25.1 | 18.5 | |
| LePaXPublication=ECCV 2026, Parameter Size=4B2026.07 | 40.2 | — | 31.6 | 53.1 | 39.3 | 32.4 | 23.5 | |
| EKAGenPublication=CVPR 20242026.07 | 39.9 | — | 21 | 49.7 | 33.9 | 25 | 19 | |
| DAMPERPublication=AAAI 20252026.07 | 39.7 | — | 28.4 | 52 | 38.3 | 30 | 22.5 | |
| View-PNDFBackbone=Hulu-Med-7B2026.06 | 39.6 | — | 21.6 | 51 | 33.5 | 25.2 | 20.5 | |
| View-PNDFBackbone=LLaVA-Med-7B2026.06 | 39.2 | — | 21.2 | 50.5 | 33 | 24.8 | 20.1 | |
| BootstrappingPublication=AAAI 2024, Parameter Size=14.2B2026.07 | 39 | — | 20.8 | 49.9 | 32.3 | 23.8 | 18.4 | |
| MultiP-R2GenPublication=TMI 2025, Parameter Size=7B2026.07 | 38.6 | — | 21.6 | 51.5 | 33.2 | 23.8 | 17.8 | |
| View-PNDFBackbone=MedGemma-4B2026.06 | 38.5 | — | 20.5 | 49.6 | 32.2 | 24 | 19.4 | |
| KACLPublication=MICCAI 2025, Parameter Size=8B2026.07 | 38.5 | — | 21.1 | 50.1 | 32.6 | 24.4 | 18.4 | |
| View-PNDFBackbone=InternVL-DA-Medical-4B2026.06 | 38.2 | — | 19.8 | 49.2 | 31.8 | 23.4 | 19.1 | |
| METransformerPublication=CVPR 20232026.07 | 38 | — | 19.2 | 48.3 | 32.2 | 22.8 | 17.2 | |
| M2KT2026.06 | 37.9 | — | — | 48.9 | 31.5 | 22.8 | 17.4 | |
| Multi-GrainedPublication=TMI 20242026.07 | 37.9 | — | 19.2 | 47.2 | 32.1 | 23.4 | 17.5 | |
| R2GenGPTPublication=Meta-Rad 2023, Parameter Size=7B2026.07 | 37.7 | — | 21.1 | 48.8 | 31.6 | 22.8 | 17.3 | |
| R2GenCMNPublication=ACL-IJCNLP 20212026.07 | 37.5 | — | 19.1 | 47.5 | 30.9 | 22.2 | 17 | |
| PromptMRG2026.06 | 37.4 | — | 19.2 | 48.8 | 25.3 | 23.7 | 18.9 | |
| R2GEN2026.06 | 37.1 | — | 18.7 | 39 | 29.3 | 23.6 | 16.1 | |
| R2GenPublication=EMNLP 20202026.07 | 37.1 | — | 18.7 | 47 | 30.4 | 21.9 | 16.5 | |
| MambaXray-VL-LargePublication=CVPR 2025, Parameter Size=7B2026.07 | 37.1 | — | 21.6 | 49.1 | 33 | 24.1 | 18.5 | |
| R2GENCMN2026.06 | 36.5 | — | 19 | 40.2 | 31 | 22.5 | 17.5 | |
| XPRONet2026.06 | 36.4 | — | 19 | 48 | 31.2 | 22.5 | 17.5 | |
| CAMANET2026.06 | 36.1 | — | 20.2 | 47.8 | 31.4 | 22.9 | 17.9 | |
| UPDP2026.04 | 33.58 | — | 21.08 | 44.42 | 31.29 | 19.9 | 13.84 | |
| STEPS2026.04 | 33.13 | — | 20.06 | 43.43 | 28.11 | 19.19 | 13.3 | |
| MMA2026.04 | 32.95 | — | 20.51 | 42.83 | 27.58 | 18.91 | 13.1 | |
| REVTAF-RRGPublication=ICCV 20252026.07 | 30.9 | — | 17.6 | 42 | 24.9 | 15.9 | 10.7 | |
| MCRAGBase Model=LLaVA-Med-1.52026.01 | 28.47 | 35.02 | 35.18 | — | — | — | — | |
| RGRG2026.06 | 26.4 | — | 16.8 | 37.3 | 24.9 | 17.5 | 12.6 | |
| MMed-RAGBase Model=LLaVA-Med-1.52026.01 | 25.59 | 31.38 | 32.43 | — | — | — | — | |
| RULEBase Model=LLaVA-Med-1.52026.01 | 23.16 | 27.53 | 27.99 | — | — | — | — | |
| FactMM-RAGBase Model=LLaVA-Med-1.52026.01 | 18.05 | 14.7 | 15.92 | — | — | — | — | |
| MedDrBase Model=LLaVA-Med-1.52026.01 | 16.45 | 12.37 | 13.5 | — | — | — | — | |
| DoLaBase Model=LLaVA-Med-1.52026.01 | 15.82 | 11.79 | 12.72 | — | — | — | — | |
| OPERABase Model=LLaVA-Med-1.52026.01 | 14.7 | 10.66 | 12.01 | — | — | — | — | |
| VCDBase Model=LLaVA-Med-1.52026.01 | 14.14 | 10.42 | 11.59 | — | — | — | — | |
| LLaVA-Med-1.52026.01 | 12.26 | 9.64 | 8.21 | — | — | — | — |