UniFusion: A Unified Image Fusion Framework with Robust Representation and Source-Aware Preservation

ArXi:2603.14214v1 Announce Type: cross Image fusion aims to integrate complementary information from multiple source images to produce a informative and visually consistent representation, benefiting both human perception and downstream vision tasks. Despite recent progress, most existing fusion methods are designed for specific tasks (i.e., multi-modal, multi-exposure, or multi-focus fusion) and struggle to effectively preserve source information during the fusion process.