Abstract: Highlights•A dual global information guidance framework is proposed for multi-modal clustering.•A global feature-guided module is designed to eliminate irrelevant information.•A global cluster assignment-guided module is presented to improve partition accuracy.•Extensive experiments demonstrate the effectiveness of the proposed algorithm.
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