Duality between multiple scales (top) and single scale (bottom) for multi-resolution representation. A low-pass pyramid is a set of images with progressively more smoothing and reduced spatial resolution. This smoothed image is then subsampled, most commonly by a factor of two in both the horizontal and vertical directions (in this case, it is referred to as a dyadic structure). The …