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Image Segmentation UsingHigher-Order Correlation Clustering
Found in: IEEE Transactions on Pattern Analysis and Machine Intelligence
By Sungwoong Kim,Chang D. Yoo,Sebastian Nowozin,Pushmeet Kohli
Issue Date:September 2014
pp. 1761-1774
In this paper, a hypergraph-based image segmentation framework is formulated in a supervised manner for many high-level computer vision tasks. To consider short- and long-range dependency among various regions of an image and also to incorporate wider sele...
A Comparative Study of Modern Inference Techniques for Discrete Energy Minimization Problems
Found in: 2013 IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
By Jorg H. Kappes,Bjoern Andres,Fred A. Hamprecht,Christoph Schnorr,Sebastian Nowozin,Dhruv Batra,Sungwoong Kim,Bernhard X. Kausler,Jan Lellmann,Nikos Komodakis,Carsten Rother
Issue Date:June 2013
pp. 1328-1335
Even years ago, Szeliski et al. published an influential study on energy minimization methods for Markov random fields (MRF). This study provided valuable insights in choosing the best optimization technique for certain classes of problems. While these ins...