Texture and color distortion are common in existing learning-based dehazing algorithms, it is argued that one of the major reasons shallow features fog images underutilized, deep insufficient for single image dehazing. In order to provide more texture information restoration, need be added process decoding. Therefore, a multi-scale feature fusion pyramid attention network (PAN) proposed. PAN, c...