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Papers Benchmarks Datasets Tasks

Surgical Video Question Answering research benchmarks · SOTA2 Research

Surgical Video Question Answering

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

REAL-Colon-VQA (Out-of-template)

44.89BLEU-4

30

Jun 17, 2026

REAL-Colon-VQA In-template

87.69BLEU-4

30

Jun 17, 2026

EndoVis18-VQA Out-of-template

RL framework over Digital Twin Representations

28.15BLEU-4

20

Jun 17, 2026

EndoVis-VQA In-template 18

RL framework over Digital Twin Representations

87.2BLEU-4

20

Jun 17, 2026

REAL-Colon-Reason (Overall)

RL framework over Digital Twin Representations

58.4EM

11

Jun 17, 2026

REAL-Colon-Reason Level 3

RL framework over Digital Twin Representations

51.5Exact Match (EM)

11

Jun 17, 2026

REAL-Colon-Reason (Level 2)

RL framework over Digital Twin Representations

58.4Exact Match (EM)

11

Jun 17, 2026

REAL-Colon-Reason (Level 1)

RL framework over Digital Twin Representations

65.3EM

11

Jun 17, 2026

71.62CR Score

8

Apr 1, 2026

Popular datasets

REAL-Colon-Reason REAL-Colon-VQA EndoVis EndoVis-VQA REAL-colon

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