Abstract: On the basis of the improved edge detection operator and the idea of morphological filter，a novel algorithm for edge detection of gray scale image based on mathematical morphology is proposed.In which the weight is determined by self-adaptive method.The ideal image edge under the environment of existing noise is obtained by integrating the edge characteristics of each element.The experimental results show that the method is better than the classical edge detection.