Multi-disease IOS diagnosis on IOSVQA (test)
77.23AccuracyIOSVLM
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| IOSVLMInput=3D Point Cloud2026.03 | 77.23 | 50.39 | 52.19 | 52.96 | 100 | |
| Gemini 3 ProInput=Multi-View Images2026.03 | 67.65 | 48.93 | 56.78 | 51.85 | 99.71 | |
| GPT-5Input=Multi-View Images2026.03 | 62.26 | 44.73 | 49.41 | 49.2 | 99.84 | |
| HuluMed-7BInput=Multi-View Images2026.03 | 61.21 | 34.68 | 40.09 | 45.12 | 100 | |
| HuatuoGPT-V-7BInput=Multi-View Images2026.03 | 59.26 | 39.14 | 40.33 | 45.56 | 100 | |
| Qwen3VL-8BInput=Multi-View Images2026.03 | 57.88 | 36.46 | 45.21 | 46.58 | 100 | |
| InternVL3.5-8BInput=Multi-View Images2026.03 | 56.23 | 34.77 | 40.36 | 45.47 | 100 | |
| HuluMed-14BInput=Multi-View Images2026.03 | 53.72 | 36.87 | 41.63 | 46.58 | 100 | |
| MedGemma-1.5Input=Multi-View Images2026.03 | 52.21 | 31.31 | 36.58 | 45.25 | 100 | |
| PointLLM-7BInput=3D Point Cloud2026.03 | 43.03 | 34.18 | 44.62 | 44.8 | 99.85 | |
| InternVL3.5-14BInput=Multi-View Images2026.03 | 35.68 | 24.61 | 29.14 | 46.87 | 100 | |
| PointLLM-13BInput=3D Point Cloud2026.03 | 34.57 | 26.76 | 42.04 | 45.03 | 96.78 | |
| ShapeLLM-7BInput=3D Point Cloud2026.03 | 30.27 | 19.23 | 14.66 | 44.95 | 100 | |
| ShapeLLM-13BInput=3D Point Cloud2026.03 | 26.13 | 17.78 | 13.61 | 45.1 | 100 |