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The focus of this paper is to enhance retrieval performance and also to provide a better similarity distance computation. We develop a modified clustering algorithm for image retrieval where hierarchical algorithm is used to generate the initial number of clusters and the cluster centres. Experimental results show that the proposed method yields higher retrieval accuracy compared to the several conventional methods. Our work offers improvement in image segmentation and retrieval accuracy.