Abstract: Highlights•The proposed algorithm focuses on embedding prior knowledge into the network to assist the low-light image enhancement.•An effective loss function is designed to balance the color distortion and noise suppression.•Our model can be directly applied to other image processing tasks such as image de-hazing and gain competitive results.
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