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Wavelet transformation is widely used for image de-noising. In this article an improvement of image de-noising algorithm by authority of Zhang and Salary is presented. Method proposed in this paper performs image de-noising by a properly trained artificial neural networks (ANN) in wavelet domain. For better quality of de-noising, multi-scale wavelet edge detection was used.