The present research scholars are having keen interest in doing theirresearch activities in the area of Data mining all over the world. Especially,[13]Mining Image data is the one of the essential features in this presentscenario since image data plays vital role in every aspect of the system suchas business for marketing, hospital for surgery, engineering for construction,Web for publication and so on. The other area in the Image mining system is theContent-Based Image Retrieval (CBIR) which performs retrieval based on thesimilarity defined in terms of extracted features with more objectiveness. Thedrawback in CBIR is the features of the query image alone are considered.Hence, a new technique called Image retrieval based on optimum clusters isproposed for improving user interaction with image retrieval systems by fullyexploiting the similarity information. The index is created by describing theimages according to their color characteristics, with compact feature vectors,that represent typical color distributions [12].
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