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Xu-Hui Zuo

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Preprint Oct 2026

Win-Win Fusion: Multi-Modal Image Fusion with Visual-Semantic Collaboration

Existing multi-modal image fusion (MMIF) methods generally face an optimization gap between the visual and semantic domains, limiting the enhancement of perception capabilities. To overcome this long-standing barrier, this work proposes W2F, a new visual-semantic mutual reinforcing paradigm for MMIF. First, we reinforc...

Hao Zhang, Xu-Hui Zuo, Jia-Yi Ma · 0 citations

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