Our proposed method determines the signal power while preserving the edge information. We assume that a noisy image is composed of noise and the original image, which are mutually orthogonal. We utilize the local covariance to obtain high-resolution coefficient from the low-resolution coefficients. We also utilize the local covariance to estimate the signal variance in the Wiener filter by using the high resolution values.