Orthogonal Functions and Transforms
With the signal or image expressed as an MN x 1 vector or column matrix, we may consider representation of transformations using MN x MN orthogonal matrices:
For images of size M x N. the transformation matrices will be of size MN x MN, leading to computational difficulties.