The estimation methods of noise energy are studied in this paper, which include MAD method and its improved null field correlation estimation method. Semi-soft threshold method is put forward based on classical threshold methods. The simulation results show that the semi-soft threshold denoising method reduces the noise effectively, improves the ratio of signal and noise, retains the detail of image and obtains the minimum mean square deviation. It finds some application in engineering.