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ResearchFormerly WizWand

Critical View of Safety assessment on Endoscapes (frame-level)

77.1Component 1 Score (C1)SurgAtlas-VLM

Evaluation results

Method	Links
SurgAtlas-VLM2026.06		77.1	82.9	73	77.7
SurgVLM-72B2026.06		76.1	83.1	70.6	76.6
SurgVLM-7B2026.06		75.3	82.4	72.9	76.9
Qwen2.5-VL-7B2026.06		56.1	82.4	59.2	65.9
Gemini 2.0 Flash2026.06		47.8	63.9	67.1	59.6
InternVL3-8B2026.06		40	53.3	51.4	48.2
Sum-of-Checks2026.04		33.6	29.1	47.9	36.9
Sum-of-Checks2026.04		31.1	32.9	46.9	37
Sum-of-Checks2026.04		29.2	24.2	48.5	34
Direct+FS2026.04		28	26.7	43.9	32.9
CoT+FS2026.04		27.6	26	43.4	32.3
Direct+FS2026.04		26.9	26.8	42.9	32.2
CoT+FS2026.04		26.9	28.2	44.3	33.1
CoT2026.04		26.4	26.6	42.5	31.9
CoT2026.04		26.2	27.7	43.9	32.6
Direct2026.04		24.3	25.4	42.9	30.9
SubQ2026.04		24.1	24.5	43	30.5
SubQ2026.04		23.4	22.5	43.3	29.8
Direct2026.04		22.9	23.9	42.5	29.7
SubQ2026.04		22.5	25.9	43.4	30.6
CoT+FS2026.04		22.5	23.7	43.1	29.7
SubQ+FS2026.04		22.4	23.8	42.5	29.6
SubQ+FS2026.04		22.1	21.5	43.8	29.1
Direct+FS2026.04		21.1	21.9	46.5	29.8
Direct2026.04		20.7	20.8	42.2	27.9
CoT2026.04		19.7	21.7	43.8	28.4
SubQ+FS2026.04		19.2	19.7	43.9	27.6
GPT-4o2026.06		6.7	5.9	7.5	6.7