This paper put forward a cell membrane optimization algorithm based on medical DR image enhancement processing method.The collected medical DR image was processed morphologically to obtain the image structure characteristics and provide a data base for image enhancement processing Using the cell membrane optimization method,the space position of image optimal pixels was calculated,thus as the basis of image enhancement processing.The genetic method was used to realize DR image enhancement processing.The experimental results show that,the algorithmcan effectively improve the image contrast.