Abstract: Highlights•Explore ways to express gait emotion.•Introduce multiscale graphs to obtain a complete representation of emotions.•Propose a framework for gait emotion recognition by extracting multi-scale emotional features.•Achieve significant performance over most state-of-the-art methods.
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