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Wen-Xin Cao

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#edge computing Open access Sep 2026

MineSSM: Frequency-Decoupled State-Space Modeling for Real-Time Low-Light Enhancement in Dusty Underground Mines

MineSSM is a efficient design that routes each band to the operator it needs: a linear-complexity state-space model (Mamba) that homogenizes the global illumination and a lightweight convolutional branch that performs dust suppression on the high-frequency bands, so that no heavy operator ever runs at full resolution.

Juan-Hua Cao, Wen-Xin Cao, Wei-Jun Wu · 0 citations

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