In the process of haze removal by the polarization method, it is very important to obtain accurate polarization information. On the one hand, the influence of noise can be effectively suppressed by appropriately weighted amplifying the airlight degree of polarization and the airlight corresponding to an object at an infinite distance. On the other hand, the scattering energy in channels [Formula: see text] and [Formula: see text] is larger, so it can reflect the actual polarization information violently. Analysis indicates the appropriately weighted amplification for the airlight degree of polarization in these two channels that can improve their estimation accuracy to a certain extent, it makes the color of the restored images more natural, and the details of the images are also more abundant. Moreover, in some special scenes, the polarization of the direct transmission could not be ignored on account of its important contribution to the total polarization. Hence, when the polarization of the direct transmission needs to be involved, only the polarization of direct transmission that contributes significantly to the total polarization is considered, and the polarization of the direct transmission in other scenes is ignored. This can still effectively eliminate the color distortion of the special scenes in the recovery results, and can greatly reduce the time consumption.