This is the project I made for the Computer Vision Course at Stony Brook University. Compared with the results of the paper titled "Higher-Order Correlation Clustering for Image Segmentation" where they use a hypergraph-based technique, we achieve lower Boundary Displacement Error. The training and testing dataset used is the Berkley Segmentation Dataset http://www.eecs.berkeley.edu/Research/Projects/CS/vision/bsds/.