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The paper presents a new interactive local color transformation method base on GrowCut image segmentation algorithm. The method improves Maslennikova et al's CIM based color transformation algorithm by using coupled map lattices (CML). An intuitive and easy user interface is also supported. User just needs to draft some trails both in reference and target image to make the local color matched. The color transformation method represents some good characteristics auto-repair and segmentation with the usage of GrowCut.