Abstract: Highlights•A framework integrating wavelet transform with state space model is proposed.•We analyze the low-light enhancement task from the frequency domain perspective.•We design a position-aware module to reduce contextual loss caused by scanning.
External IDs:dblp:journals/displays/ShangSWT25
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