A robust method for vector field learning with application to mismatch removing

@article{Zhao2011ARM,
  title={A robust method for vector field learning with application to mismatch removing},
  author={Ji Zhao and Jiayi Ma and Jinwen Tian and Jie Ma and Dazhi Zhang},
  journal={CVPR 2011},
  year={2011},
  pages={2977-2984}
}
  • Ji Zhao, Jiayi Ma, +2 authors Dazhi Zhang
  • Published in CVPR 2011
  • Computer Science
  • We propose a method for vector field learning with outliers, called vector field consensus (VFC). It could distinguish inliers from outliers and learn a vector field fitting for the inliers simultaneously. A prior is taken to force the smoothness of the field, which is based on the Tiknonov regularization in vector-valued reproducing kernel Hilbert space. Under a Bayesian framework, we associate each sample with a latent variable which indicates whether it is an inlier, and then formulate the… CONTINUE READING

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