Intelligent recognition of students' behavior for smart learning environments.

Sci Rep · 2026 · PMC12890915 · PMID 41549116

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a definite trendno p-value reported

In general, these papers demonstrate a definite trend: one-stage detectors, with the use of attention and feature fusion, achieve higher performance in classroom behavior detection than previous ones.

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Quoted from the open-access full text in Europe PMC under the licence the publisher applied. The sentence is reproduced exactly as published; the emphasis is ours.