ABSTRACT

Image analysis is the two dimensional version of the one dimensional non-parametric regression discussed in the last two chapters. The extension to two dimensions is conceptually straight forward. Just as in one dimension an approximation region is defined followed by some form of regularization. The extra dimension does however cause difficulties both with respect to the definition of the approximation region and to the form of regularization. In addition there is a considerable increase in algorithmic complexity.