MagicFuse derives a cross-spectral scene representation from one degraded visible image via intra-spectral reinforcement and cross-spectral generation diffusion branches whose probabilistic outputs are fused under visual and semantic constraints.
Text-if: Leveraging semantic text guidance for degradation-aware and interactive image fusion
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MagicFuse: Single Image Fusion for Visual and Semantic Reinforcement
MagicFuse derives a cross-spectral scene representation from one degraded visible image via intra-spectral reinforcement and cross-spectral generation diffusion branches whose probabilistic outputs are fused under visual and semantic constraints.