Image de-hazing from the perspective of noise filtering.

•Image de-hazing from the perspective of noise filtering is proposed.•Two shift-scale operations are employed for the construction of two maps•No refinement is required due to the pixel-wise noise estimation.•The objective of saturation enhancement constrained by hue change is achieved.•Analyses reveal the suitability of HRNFP for real-time application.