Clustering, in simple words, is grouping similar data items together. In the text domain, clustering is largely popular and fairly successful. In this work, we try and apply clustering methods that are used in the text domain, to the image domain. Two major challenges in this approach are image representation and vocabulary definition. We apply the bag-of-words model to images using image segme...