We propose a new Bayesian filter for speckle noise in Synthetic Aperture Radar (SAR) with one-look and quadratic detection. The non-local means filter will be applied over the noisy data modeled by that distribution, using stochastic distances, substituting the original Euclidean distance. We will use non-reference quality measures and we will compare the results with those obtained by state-of-the-art filters.