A method and a device for filtering the aberrations of disparity or depth images using an adaptive approach are described. The method allows the local filtering of those points which are not spatially coherent in their 3D neighborhood, according to a criterion derived from a geometrical reality of the transformations carried out on the light signals. Advantageously, the noise filtering method may be applied to a dense depth image or to a dense disparity image.