In this research, a new methodology for color image segmentation is proposed. In this approach, a pixel entropy derivative based rule is used. The algorithm is tested not only with good quality images, but also with some of them with light scattering and absortion problems.  Preliminary results shows good performance of this algorithm.Keywords: Image processing, segmentation, entropy, feedback.