Surgical Phase Recognition on University Hospital of Strasbourg (external val)
79.8AccuracySurg-R1
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Surg-R12026.03 | 79.8 | 69.22 | 61.48 | 47.76 | |
| Qwen2.5-VL-7B-Surg-CholecT50Size=7B, Pre-training=Surg-CholecT502026.03 | 62.57 | 51.94 | 40.87 | 25.05 | |
| Llama-4-Scout-17B-16E-InstructSize=17B, Experts=16E2026.03 | 40.33 | 35.68 | 24.53 | 16.63 | |
| LLaVA-1.5-7BSize=7B2026.03 | 39.5 | 19.46 | 9.9 | 6.88 | |
| InternVL3-8BSize=8B2026.03 | 37.3 | 20.68 | 15.38 | 9.68 | |
| Phi-4-Multimodal2026.03 | 35.5 | 19.7 | 16.21 | 9.9 | |
| Gemma3-27B-itSize=27B2026.03 | 35.33 | 25.84 | 19.46 | 10.86 | |
| Qwen2.5-VL-7B-InstructSize=7B2026.03 | 31.03 | 40.26 | 19.97 | 8.92 | |
| MiniCPM-O-2_62026.03 | 26.93 | 16.15 | 19.75 | 8.52 | |
| Mistral-Small-3.1-24B-Instruct-2503Size=24B2026.03 | 25.87 | 19.76 | 15.33 | 8.76 | |
| MiniCPM-V-2_62026.03 | 24.33 | 15.22 | 16.66 | 7.9 |