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Triplet Recognition on Renji Hospital (external val)

51.91mAP (Instrument)Surg-R1
26.523633.114339.70546.2957Mar 12, 2026

Evaluation results

MethodLinks
Surg-R12026.0351.9126.6523.0910.05
Llama-4-Scout-17B2026.0336.1625.1314.276.72
Qwen2.5-VL-7B-Surg-CholecT502026.0335.9922.1515.637.49
InternVL3-8B2026.0330.5421.2913.285.92
Gemma3-27B-it2026.0329.1519.913.575.79
Mistral-Small-3.1-24B-Instruct-25032026.0328.9820.4513.686.05
Qwen2.5-VL-7B-Instruct2026.0328.8719.3813.085.85
MiniCPM-O-2_62026.0328.4520.3115.076.43
LLaVA-1.5-7B2026.0328.232014.225.79
Phi-4-Multimodal2026.0327.6520.213.475.79
MiniCPM-V-2_62026.0327.519.8713.085.79