  In this paper, we establish convergence theorems for the Non-Local Means
Filter in removing the additive Gaussian noise. We employ the techniques of
"Oracle" estimation to determine the order of the widths of the similarity
patches and search windows in the aforementioned filter. We propose a practical
choice of these parameters which improve the restoration quality of the filter
compared with the usual choice of parameters.
