Surgical Video Question Answering on REAL-Colon-VQA In-template benchmark leaderboard · SOTA2 Research

Surgical Video Question Answering on REAL-Colon-VQA In-template

87.69BLEU-4SurgLQA

Evaluation Results

Method
SurgLQA2026.05	87.69	92.93	91.85	79.6
Qwen3VL2026.05	82.4	88.75	89.1	72.35
VideoLLaMA32026.05	76.47	85.6	84.75	68.34
RL framework over Digital Twin Representations2026.06	75.42	85.1	86.35	71.05
InternVL32026.05	72.3	83.15	85.22	65.91
SurgViVQA2025.11	71.98	82.85	84.11	62.8
SurgViVQA2026.05	71.98	82.85	84.11	63.2
SurgViVQA2026.06	71.98	82.85	84.11	63.2
MedGemma2026.05	69.85	80.92	82.4	60.78
InternVL3 + LoRA2025.11	64.88	75.15	76.42	59.07
PitVQA2025.11	64.55	78.48	79.99	54.13
PitVQA2026.05	64.55	78.48	79.99	54.13
PitVQA2026.06	64.55	78.48	79.99	54.13
SurgViVQA2025.11	60.09	74.36	75.32	59.73
MedGemma2025.11	18.09	36.92	31.86	49.47
MedGemma2026.06	18.09	36.92	31.86	49.47
SurgicalGPT2025.11	14.93	47.85	52.36	33.33
SurgicalGPT2026.05	14.93	47.85	52.36	33.33
SurgicalGPT2026.06	14.93	47.85	52.36	33.33
Qwen3-VL2026.06	8.9	50.1	54.7	58.2
Surgical-LVLM2026.06	7.9	49.8	53.8	57.2
Qwen3VL2026.05	7.31	40.34	44.87	45.4
InternVL32025.11	7.13	43.9	54.31	68.67
InternVL32026.05	7.13	43.9	54.31	68.67
InternVL32026.06	7.13	43.9	54.31	68.67
Qwen3-VL2026.06	6.8	48.2	51.5	54
Qwen2.52025.11	4.53	45.7	46.83	49.33
Qwen2.5-VL2026.06	4.53	45.7	46.83	49.33
VideoLLaMA32025.11	2.74	33.01	42.22	17.6
VideoLLaMA32026.06	2.74	33.01	42.22	17.6