Abstract: Highlights•Propose keyframes selection for stress detection in multiscene videos.•Develop a fine-grained two-stage framework to optimize selection process.•Design peer-attended collaboration mechanism, balance efficiency and accuracy by DRL.•Establish video quality metrics after keyframes selection.•Create confidence evaluation methods for stress detection decisions.•Build a multiscene video dataset with stress annotations.
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