Abstract: Highlights•Universally merging intuitive ideas into deep driven dehazing structure is plausible.•An adaptive multi-source visual content enhancing framework is designed.•Multiple structure complexity paths are worked out to fuse various knowledge.•Once shining classical dehazing techniques deserve more attention.
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