where ∏ > 0 is a tuning parameter. The image denoising problem is becoming the minimization problem of this functional. Notice that the second term of (4) is a fitting term, the minimization of (4) amounts to finding a piecewise smooth surface to approximate the original image surface (x, y, u(x, y)).