Medical Report Generation on CBCT Report Generation Chinese (ZH)
48.3BLEU-1CBCTRepD
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| CBCTRepDLanguage=Chinese, Source Label=Ours2026.03 | 48.3 | 40.5 | 35.2 | 31.1 | 49.7 | 52.8 | 82.5 | 71.5 | |
| Med3DVLM-7B-FTLanguage=Chinese, Model Scale=7B, Fine-tuning Status=Fine-tuned2026.03 | 37.6 | 30.3 | 25.6 | 22 | 40.6 | 42.3 | 79.3 | 57.2 | |
| M3D-4B-FTLanguage=Chinese, Model Scale=4B, Fine-tuning Status=Fine-tuned2026.03 | 32.2 | 26.9 | 23.4 | 20.7 | 36.7 | 35 | 76.4 | 31.5 | |
| Lingshu-32BLanguage=Chinese, Model Scale=32B2026.03 | 17.9 | 8.7 | 5.2 | 3.1 | 15.1 | 17 | 68 | 18.5 | |
| HuatuoGPT-Vision-7BLanguage=Chinese, Model Scale=7B2026.03 | 10.6 | 4.9 | 2.3 | 1 | 11.1 | 18.4 | 66.2 | 24.9 | |
| Hulu-Med-4BLanguage=Chinese, Model Scale=4B2026.03 | 7.9 | 3.6 | 1.9 | 1.2 | 10.4 | 8.5 | 65 | 19.8 | |
| Medgemma-4BLanguage=Chinese, Model Scale=4B2026.03 | 7.3 | 2.3 | 0.9 | 0.4 | 7.7 | 11.5 | 60.5 | 19.2 | |
| Hulu-Med-14BLanguage=Chinese, Model Scale=14B2026.03 | 7.2 | 3.1 | 1.7 | 1 | 11.1 | 9.1 | 65.5 | 21.8 | |
| Qwen3-VL-32BLanguage=Chinese, Model Scale=32B2026.03 | 6.8 | 3.6 | 1.8 | 0.8 | 8.2 | 18.2 | 67.1 | 28.3 | |
| Qwen3-VL-8BLanguage=Chinese, Model Scale=8B2026.03 | 6.6 | 2.9 | 1.4 | 0.6 | 7.5 | 14.2 | 64.4 | 21.1 | |
| Hulu-Med-7BLanguage=Chinese, Model Scale=7B2026.03 | 2.5 | 1.1 | 0.7 | 0.4 | 7.6 | 5.7 | 63.9 | 22.8 | |
| Hulu-Med-32BLanguage=Chinese, Model Scale=32B2026.03 | 1.5 | 0.7 | 0.4 | 0.3 | 2.7 | 2.1 | 53.2 | 5.6 | |
| HuatuoGPT-Vision-34BLanguage=Chinese, Model Scale=34B2026.03 | 0.2 | 0 | 0 | 0 | 0.2 | 0.1 | 47.6 | 14.6 |