The most significant objective of this paper is to bring to light the relationship between the scanner device-dependent color space and the device independent CIE color space. The scanner characterization was done based on neuro-fuzzy techniques. To show the usefulness of the proposed method, we performed some simulations. The experimental results are very promising. It should be noted that the new method outperforms the previous methods such as polynomial regression and neural network techniques.