Fractal image compression is considered to be a kind of potential method.A very important problem is how to find the self-similar regions efficiently in an image.The characteristic of self-organizing feature map neural network makes it possible to work for its purpose.It is presented that a model of fractal image encoding based on SOFM network with analysis.