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Jin-Yuan Liu

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Aug 2026

Symbiotic Evolutionary Learning for Task-Adaptive Infrared and Visible Image Fusion.

This paper proposes a symbiotic evolutionary learning framework for task-adaptive IVIF, termed EvoFuse, which enables a mutual adaptation process where the fusion network and task models are jointly updated under a Pareto-inspired non-degradation criterion.

Jin-Yuan Liu, Bowei Zhang, Ludan Sun et al. · 1 citation
Aug 2026

Universal Representation for Real-World Misaligned Infrared-Visible Image Fusion.

Infrared and visible image fusion is pivotal for robust visual perception across all weather conditions and scenes. Although deep learning-based methods have made notable progress, most either assume pre-aligned inputs or rely on implicit feature-space alignment, which fails to fundamentally address the amplification o...

Jin-Yuan Liu, Zengxi Zhang, Jiahao Zhang et al. · 1 citation

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