<ul><li>Unimodal-driven Distillation in Multimodal Emotion Recognition with Dynamic Fusion</li><li>SUMMER is a novel heterogeneous multimodal integration framework for emotion recognition</li><li>It leverages Mixture of Experts with Hierarchical Cross-modal Fusion and Interactive Knowledge Distillation</li><li>Experiments show that SUMMER outperforms state-of-the-art methods in recognizing minority and semantically similar emotions</li></ul>

Unimodal-driven Distillation in Multimodal Emotion Recognition with Dynamic Fusion

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