Single fog image restoration with multi-focus image fusion.

•The main contributions of the proposed method could be summarized as follows.•Estimating global atmospheric light in sky region instead of the whole image.•Optimizing the transmissions via a new FLLF with adaptive boundary constraint.•Improving visual dehazing effect with a new multi-focus image fusion method.