Optimal Estimation Accuracy of Nonsmooth Images

We consider the estimation of nonsmooth $N$-dimensional images in the presence of noise. The image is a nonstochastic function which is smooth everywhere except on a certain number of discontinuity surfaces (lines). Order-unimprovable estimation accuracy is established for such images and an estimator is proposed on which this accuracy is attained.