WaveletMamba: Wavelet-based state space model for low light image enhancement

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Kai Shang, Mingwen Shao, Chao Wang, Xiaodong Tan

Published: 2025, Last Modified: 21 Jan 2026Displays 2025EveryoneRevisionsBibTeXCC BY-SA 4.0
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.