Abstract: Highlights•A new framwork to comprehensively extract speech emotional features.•TF-CNN module to capture static emotional features based on TF characteristics.•TF-Trans module to capture dynamic emotional features based on TF characteristics.•SD-Cross module to effectively integrate the static and dynamic emotional features.
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