Multimodal Dental Image Analysis on MMOral-Uni 1.0 (test)
66.8Loc ScoreOralGPT-Omni
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| OralGPT-Omnitype=Medical Specific LVLMs2025.11 | 66.8 | 56.6 | 39.99 | 48.11 | 65.9 | 56.01 | 47.33 | 65 | 51.84 | |
| o3type=Proprietary LVLMs2025.11 | 45 | 53.49 | 28.19 | 37.48 | 28.6 | 37.52 | 75.33 | 50 | 38.7 | |
| GPT-5type=Proprietary LVLMs2025.11 | 44.6 | 45.24 | 25.16 | 31.43 | 41.27 | 40.52 | 80.67 | 56 | 36.42 | |
| Claude-Sonnet-4-5-20250929type=Proprietary LVLMs2025.11 | 36.3 | 38.85 | 11.28 | 38.03 | 33.33 | 34.52 | 79.33 | 29 | 30.32 | |
| Gemini-2.5-flashtype=Proprietary LVLMs2025.11 | 31 | 51.1 | 19.7 | 37.01 | 36.3 | 35.09 | 73.33 | 46 | 35.72 | |
| Doubao-1.5-vision-pro-32ktype=Proprietary LVLMs2025.11 | 26.9 | 43.33 | 16.97 | 40.48 | 18.2 | 28.49 | 68 | 45 | 30.67 | |
| MiMo-VL-7Btype=Open-Source LVLMs2025.11 | 25.4 | 36.28 | 22.51 | 34.62 | 18.7 | 31.91 | 62 | 43 | 29.62 | |
| GLM-4.5vtype=Proprietary LVLMs2025.11 | 21.7 | 45.1 | 14.37 | 38.37 | 31 | 27.6 | 70 | 33 | 31.05 | |
| Qwen3-VL-235B-A22Btype=Open-Source LVLMs2025.11 | 18.7 | 40 | 12.53 | 33.62 | 26.7 | 28.75 | 56 | 23 | 27.83 | |
| HealthGPTtype=Medical Specific LVLMs2025.11 | 18 | 20.43 | 8.84 | 19.44 | 7.5 | 31.02 | 54.67 | 14 | 17.32 | |
| Mistral-Small-3.1-24Btype=Open-Source LVLMs2025.11 | 16.3 | 28.14 | 18.77 | 29.15 | 11.5 | 27.02 | 62 | 28 | 23.69 | |
| GLM-4.1V-9B-Thinkingtype=Open-Source LVLMs2025.11 | 15.5 | 37.78 | 18.14 | 37.57 | 13.53 | 27.13 | 62 | 43 | 27.86 | |
| Ovis2.5-9Btype=Open-Source LVLMs2025.11 | 15.4 | 37.47 | 19.76 | 36.7 | 18.13 | 34.33 | 66 | 61 | 29.6 | |
| Qwen3-VL-8B-Instructtype=Open-Source LVLMs2025.11 | 14.3 | 27.17 | 16.95 | 33.54 | 4.97 | 30.68 | 54 | 18 | 23.45 | |
| Lingshu-7Btype=Medical Specific LVLMs2025.11 | 12 | 30.58 | 25.77 | 27.48 | 20.5 | 30.94 | 48 | 20 | 27.08 | |
| HuatuoGPT-Vision-7Btype=Medical Specific LVLMs2025.11 | 11.9 | 30.19 | 23.1 | 25.79 | 19.57 | 28.02 | 41.33 | 19 | 25.41 | |
| MedGemma-27Btype=Medical Specific LVLMs2025.11 | 11.9 | 20.44 | 17.09 | 21.65 | 22.17 | 32.69 | 68.67 | 11 | 21.56 | |
| Grok-4type=Proprietary LVLMs2025.11 | 11.8 | 35.71 | 20.27 | 30.89 | 22.6 | 34.73 | 72.67 | 23 | 28.47 | |
| Qwen2.5-VL-7Btype=Open-Source LVLMs2025.11 | 11.2 | 25.4 | 23.84 | 19.72 | 13.7 | 30.73 | 36.67 | 12 | 22.88 | |
| InternVL3.5-8Btype=Open-Source LVLMs2025.11 | 10.1 | 30.85 | 11.02 | 32.95 | 14.8 | 28.67 | 64.67 | 14 | 23.39 | |
| MedVLM-R1type=Medical Specific LVLMs2025.11 | 10.1 | 23.88 | 14.3 | 16.25 | 0 | 21.28 | 24 | 26 | 16.5 | |
| LLaVA-OneVisiontype=Open-Source LVLMs2025.11 | 7.5 | 23.13 | 17.59 | 14.34 | 0 | 11.49 | 40.67 | 5 | 15.39 | |
| Med-R1-Diagnosistype=Medical Specific LVLMs2025.11 | 6.3 | 22.93 | 8.91 | 20.13 | 2 | 19.01 | 16 | 22 | 15.29 | |
| LLaVA-Medtype=Medical Specific LVLMs2025.11 | 5.4 | 3.99 | 5.81 | 25.31 | 1.5 | 16.08 | 28.67 | 14 | 10.16 | |
| LLaVA-v1.6-Mistral-7Btype=Open-Source LVLMs2025.11 | 4.8 | 20.57 | 14.03 | 11.61 | 2.5 | 12.06 | 34.67 | 18 | 13.54 | |
| Chiron-o1-8Btype=Medical Specific LVLMs2025.11 | 4.6 | 20.94 | 17.37 | 34.95 | 2.03 | 31.2 | 42 | 23 | 21.61 | |
| R-4Btype=Open-Source LVLMs2025.11 | 3.8 | 32.29 | 19.16 | 28.96 | 16.6 | 27.89 | 50.67 | 19 | 24.94 | |
| Phi-4-multimodal-instructtype=Open-Source LVLMs2025.11 | 3.7 | 18.32 | 7.86 | 18.31 | 1.67 | 9.63 | 34.67 | 7 | 12.12 |