CT Report Generation on CTRG-Chest-548K (test)
38.3BLEU-4ASAP
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| ASAPBackbone=3D ViT-B [82], Method Category=3D Med-VLP2026.05 | 38.3 | — | — | — | 62.8 | — | — | 51.3 | 43.7 | 79.5 | |
| HLIPBackbone=3D ViT-B [82], Method Category=3D Med-VLP2026.05 | 37.6 | — | — | — | 61.1 | — | — | 49.9 | 42.6 | 79.2 | |
| DiffVPFoundation Model=false2026.03 | 37.57 | — | — | — | 50.37 | 50.44 | 45 | 46.57 | 41.94 | — | |
| fVLMBackbone=3D ViT-B [82], Method Category=3D Med-VLP2026.05 | 37.3 | — | — | — | 60.6 | — | — | 49.6 | 42.4 | 78.9 | |
| MRMBackbone=3D ViT-B [82], Method Category=3D Med-VLP2026.05 | 37.2 | — | — | — | 61 | — | — | 49.8 | 42.3 | 78.2 | |
| PCRLv2Backbone=3D ViT-B [82], Method Category=3D Med-SSL2026.05 | 36.4 | — | — | — | 59.5 | — | — | 48.9 | 41.8 | 77.6 | |
| M3AEBackbone=3D ViT-B [82], Method Category=3D Med-VLP2026.05 | 36.3 | — | — | — | 58.3 | — | — | 47.3 | 40.7 | 76.3 | |
| HEMAEBackbone=3D ViT-B [82], Method Category=3D Med-SSL2026.05 | 36.1 | — | — | — | 59.2 | — | — | 47.8 | 40.9 | 76.1 | |
| SimCroPBackbone=3D ViT-B [82], Method Category=3D Med-VLP2026.05 | 35.7 | — | — | — | 59.7 | — | — | 48.4 | 40.9 | 78.1 | |
| M3DBackbone=3D ViT-B [82], Method Category=3D Med-VLP2026.05 | 35.6 | — | — | — | 58.5 | — | — | 47.7 | 40.6 | 77.6 | |
| MAEBackbone=3D ViT-B [82], Method Category=3D Med-SSL2026.05 | 35.2 | — | — | — | 56.4 | — | — | 45.5 | 39.2 | 75.8 | |
| CT-CLIPBackbone=3D ViT-B [82], Method Category=3D Med-VLP2026.05 | 35.2 | — | — | — | 56.3 | — | — | 45.5 | 39.2 | 76.4 | |
| Random initBackbone=3D ViT-B [82], Method Category=Baseline2026.05 | 35.1 | — | — | — | 55.5 | — | — | 45.1 | 38.9 | 75.4 | |
| Reg2RGYear=2025, Foundation Model=false2026.03 | 32.04 | — | — | — | 49.63 | 49.71 | 47.76 | 41.43 | 35.91 | — | |
| RadFMYear=2023, Foundation Model=true2026.03 | 30.89 | — | — | — | 48.66 | 49.18 | 49.08 | 40.28 | 34.73 | — | |
| M3DYear=2023, Foundation Model=true2026.03 | 30.86 | — | — | — | 46.27 | 49.26 | 50.24 | 39.02 | 34.23 | — | |
| MedVInTYear=2024, Foundation Model=false2026.03 | 30.68 | — | — | — | 47.38 | 49.32 | 49.53 | 39.6 | 34.28 | — | |
| R2GenGPTYear=2023, Foundation Model=false2026.03 | 30.1 | — | — | — | 41.82 | 47.05 | 50.93 | 36.37 | 32.7 | — | |
| Ours-BERTCT representation=learned on CT-RATE2026.03 | 29.7 | 50.3 | 49.6 | 46.8 | 51.1 | 26.6 | 41.9 | — | — | — | |
| Dia-LLaMA2024.03 | 29.64 | 42.1 | 38.7 | 37.2 | 51.16 | 26.28 | 42.15 | — | — | — | |
| Dia-LLaMAsource=cited from original paper2026.03 | 29.6 | 42.1 | 38.7 | 37.2 | 51.2 | 26.3 | 42.2 | — | — | — | |
| Ours-BERT2026.03 | 29.4 | 43.4 | 41.3 | 39.3 | 50.1 | 26.5 | 43.7 | — | — | — | |
| CT2RepYear=2024, Foundation Model=false2026.03 | 29.19 | — | — | — | 42.28 | 47 | 50.17 | 36.16 | 32.08 | — | |
| GLoRIA2026.03 | 28.2 | 41.1 | 37.6 | 35.8 | 45.3 | 28 | 43.9 | — | — | — | |
| CT-CLIP2026.03 | 26.7 | 31.8 | 22.8 | 24.6 | 42.1 | 26.3 | 44.3 | — | — | — | |
| RadFM2026.03 | 25.3 | 39.5 | 35.3 | 34.1 | 47.1 | 24.4 | 39.6 | — | — | — | |
| CT2Rep2026.03 | 25.1 | 22.3 | 13.5 | 12.5 | 43.2 | 25.9 | 40.8 | — | — | — | |
| RadFMYEAR=20232024.03 | 24.7 | 40.3 | 36.1 | 34.5 | 46.7 | 24.01 | 38.98 | — | — | — | |
| R2GenCMN2026.03 | 24.4 | 15.2 | 10.8 | 11.5 | 36.8 | 22.4 | 45.1 | — | — | — | |
| SL-DGYEAR=20242024.03 | 23.7 | — | — | — | — | 21.9 | 43.8 | — | — | — | |
| SL-DGsource=cited from original paper2026.03 | 23.7 | — | — | — | — | 21.9 | 43.8 | — | — | — | |
| PromptMRG2026.03 | 23.6 | 31.1 | 34.7 | 30.1 | 46.7 | 23.1 | 38.3 | — | — | — | |
| R2GenYEAR=20202024.03 | 23.39 | 20.7 | 12.1 | 14.4 | 34.11 | 21.4 | 47.75 | — | — | — | |
| R2GenCMNYEAR=20222024.03 | 23.37 | 15.8 | 10 | 11.4 | 35.88 | 21.43 | 45.94 | — | — | — | |
| PromptMRGYEAR=20232024.03 | 23.02 | 29 | 33 | 29 | 47.73 | 22.87 | 37.35 | — | — | — | |
| R2Gen2026.03 | 22.9 | 21.1 | 12.4 | 14.6 | 33.2 | 21.7 | 47.3 | — | — | — | |
| M2KT2026.03 | 22.9 | 22.7 | 11.4 | 14.6 | 45.3 | 26.2 | 38.4 | — | — | — | |
| M2KTYEAR=20232024.03 | 21.93 | 22 | 11.9 | 14.5 | 46.09 | 25.2 | 36.47 | — | — | — | |
| Ours-LLaMA2026.03 | 18.3 | 43.5 | 41 | 38.7 | 34 | 28 | 31.7 | — | — | — | |
| R2GenGPT2026.03 | 14.7 | 27.3 | 13 | 17.5 | 25.9 | 26.3 | 27.5 | — | — | — |