Abstract: Highlights•We propose scFPN to integrate multi-modality features for fusion-compressed representation.•scFPN fuses layered features through a pyramid network and clustering.•scFPN outperforms baselines on six datasets, improving ARI by 16.15\% and NMI by 3.995\%.
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