Efficient Energy Minimization for Enforcing Label Statistics

  title={Efficient Energy Minimization for Enforcing Label Statistics},
  author={Yongsub Lim and Kyomin Jung and Pushmeet Kohli},
  journal={IEEE Transactions on Pattern Analysis and Machine Intelligence},
Energy minimization algorithms, such as graph cuts, enable the computation of the MAP solution under certain probabilistic models such as Markov random fields. However, for many computer vision problems, the MAP solution under the model is not the ground truth solution. In many problem scenarios, the system has access to certain statistics of the ground truth. For instance, in image segmentation, the area and boundary length of the object may be known. In these cases, we want to estimate the… CONTINUE READING
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