Report Generation on CT-RATE
41.4F1 ScoreU-VLM
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| U-VLM2026.02 | 41.4 | 49.1 | 42.9 | 47.4 | 36.7 | 30 | 25.6 | 34.9 | — | — | — | |
| BTB3D-162026.02 | 25.8 | 26 | 26 | 42 | 31.8 | 25.6 | 22.5 | 30.5 | — | — | — | |
| BTB3D-82026.02 | 18.7 | 26 | 15 | 41.1 | 30.7 | 24.5 | 21.5 | 29.5 | — | — | — | |
| CT-CHAT2026.02 | 18.4 | 45 | 15.8 | 37.3 | 28.4 | 23.1 | 19.8 | 27.2 | — | — | — | |
| MedM-VL2026.02 | 16.7 | 32.3 | 16 | 39 | 29.5 | 24 | 20.5 | 28.3 | — | — | — | |
| CT2Rep2026.02 | 16 | 43.5 | 12.8 | 37.2 | 29.2 | 24.3 | 21.3 | 28 | — | — | — | |
| Merlin2026.02 | 16 | 29.5 | 11.2 | 23.1 | 16.3 | 12.4 | 9.9 | 15.4 | — | — | — | |
| DCP-PDDiscriminative Model=DCP22026.04 | 0.603 | 0.54 | 0.7 | — | — | — | — | 0.306 | 0.556 | 0.226 | — | |
| DCP-PDDiscriminative Model=DCP12026.04 | 0.53 | 0.467 | 0.681 | — | — | — | — | 0.305 | 0.504 | 0.222 | — | |
| CT-AGRGWith=CT-Net2026.04 | 0.501 | 0.457 | 0.63 | — | — | — | — | — | — | 0.196 | — | |
| Base VLM2026.04 | 0.44 | 0.52 | 0.423 | — | — | — | — | 0.293 | 0.457 | 0.214 | — | |
| VoxelFM2026.04 | 0.432 | — | — | — | — | — | — | — | — | — | — | |
| Merlin2026.04 | 0.327 | — | — | — | — | — | — | — | — | — | — | |
| CT-GRAPH2026.04 | 0.296 | 0.396 | 0.248 | — | — | — | — | 0.353 | — | — | — | |
| M3D2026.04 | 0.27 | — | — | — | — | — | — | — | — | — | — | |
| MS-VLM2026.04 | 0.261 | 0.222 | 0.329 | — | — | — | — | — | — | — | — | |
| RadFM2026.04 | 0.259 | — | — | — | — | — | — | — | — | — | — | |
| BTB3D-162026.04 | 0.258 | 0.26 | 0.26 | — | — | — | — | 0.305 | 0.37 | 0.223 | — | |
| CT-CLIP2026.04 | 0.197 | — | — | — | — | — | — | — | — | — | — | |
| LLM+S-LMR+CSE2026.04 | 0.189 | 0.468 | 0.166 | — | — | — | — | 0.286 | — | 0.219 | — | |
| CT-CHAT2026.04 | 0.184 | 0.45 | 0.158 | — | — | — | — | 0.272 | 0.368 | 0.215 | — | |
| CT2Rep2026.04 | 0.16 | 0.435 | 0.128 | — | — | — | — | 0.28 | 0.359 | 0.197 | — | |
| Merlin2026.04 | 0.16 | 0.295 | 0.112 | — | — | — | — | 0.26 | 0.352 | 0.148 | — | |
| RadFM2026.04 | 0.154 | 0.43 | 0.122 | — | — | — | — | 0.267 | — | 0.199 | — | |
| Med-Flamingo2026.04 | 0.138 | 0.422 | 0.105 | — | — | — | — | 0.26 | — | 0.191 | — | |
| MedVInT-TD2026.04 | 0.121 | 0.408 | 0.097 | — | — | — | — | 0.252 | — | 0.184 | — | |
| Astra2026.05 | — | — | — | 0.4866 | 0.3803 | 0.3052 | 0.2501 | — | — | 0.2397 | 0.4409 | |
| Gemini-32026.05 | — | — | — | 0.1503 | 0.1171 | 0.0982 | 0.085 | — | — | 0.1455 | 0.3665 | |
| HuluMedParameters=32B2026.05 | — | — | — | 0.3001 | 0.2324 | 0.1886 | 0.1575 | — | — | 0.1826 | 0.3902 | |
| HuluMedParameters=14B2026.05 | — | — | — | 0.3025 | 0.2322 | 0.1877 | 0.1562 | — | — | 0.1794 | 0.3801 | |
| HuluMedParameters=7B2026.05 | — | — | — | 0.297 | 0.2269 | 0.1832 | 0.1527 | — | — | 0.1756 | 0.3688 | |
| LingshuParameters=32B2026.05 | — | — | — | 0.2873 | 0.2068 | 0.1645 | 0.1371 | — | — | 0.1467 | 0.302 | |
| LingshuParameters=7B2026.05 | — | — | — | 0.0611 | 0.051 | 0.0452 | 0.0406 | — | — | 0.1302 | 0.3539 | |
| LLaVA2026.05 | — | — | — | 0.2012 | 0.1641 | 0.1387 | 0.1198 | — | — | 0.1754 | 0.4172 | |
| M3D2026.05 | — | — | — | 0.1841 | 0.1404 | 0.1166 | 0.1 | — | — | 0.1397 | 0.3219 | |
| MedGemmaParameters=27B2026.05 | — | — | — | 0.1174 | 0.0952 | 0.0826 | 0.0733 | — | — | 0.1331 | 0.354 | |
| MedGemmaParameters=4B2026.05 | — | — | — | 0.0257 | 0.0228 | 0.0209 | 0.0192 | — | — | 0.1303 | 0.373 | |
| Qwen3-VLParameters=8B2026.05 | — | — | — | 0.2132 | 0.1602 | 0.1328 | 0.1143 | — | — | 0.1407 | 0.3293 | |
| R2GenGPT2026.05 | — | — | — | 0.333 | 0.262 | 0.2133 | 0.1779 | — | — | 0.198 | 0.4198 | |
| RadFM2026.05 | — | — | — | 0.1065 | 0.0869 | 0.0758 | 0.0674 | — | — | 0.1318 | 0.3376 |