Fine-grained Perception on EndoAgentBench
75.29Localization Classification AccuracyEndoCogniAgent
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| EndoCogniAgentCategory=Our Method2025.08 | 75.29 | 92.9 | 88.17 | 85.23 | |
| GPT-4oCategory=General MLLMs2025.08 | 66.21 | 83.94 | 38.29 | 62.75 | |
| Gemini 2.5 ProCategory=General MLLMs2025.08 | 63.4 | 70.12 | 76.27 | 69.82 | |
| HuatuoGPTCategory=Medical MLLMs2025.08 | 58.36 | 75.6 | 36.85 | 56.85 | |
| Step-1oCategory=General MLLMs2025.08 | 51.8 | 59.77 | 54.06 | 55.12 | |
| Yi-VisionCategory=General MLLMs2025.08 | 46.9 | 86.41 | 51.71 | 61.27 | |
| ColonGPTCategory=Medical MLLMs2025.08 | 33.5 | 43.09 | 5.23 | 27.29 | |
| LLaVA-MedCategory=Medical MLLMs2025.08 | 30.62 | 6.49 | 27.75 | 21.87 |