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.
Controlfusion: A controllable image fusion net- work with language-vision degradation prompts.Advances in Neural Information Processing Systems, 2025
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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.