Robust Bayesian method for simultaneous block sparse signal recovery with applications to face recognition

@article{Fedorov2016RobustBM,
  title={Robust Bayesian method for simultaneous block sparse signal recovery with applications to face recognition},
  author={Igor Fedorov and Ritwik Giri and Bhaskar D. Rao and Truong Q. Nguyen},
  journal={2016 IEEE International Conference on Image Processing (ICIP)},
  year={2016},
  pages={3872-3876}
}
In this paper, we present a novel Bayesian approach to recover simultaneously block sparse signals in the presence of outliers. The key advantage of our proposed method is the ability to handle non-stationary outliers, i.e. outliers which have time varying support. We validate our approach with empirical results showing the superiority of the proposed… CONTINUE READING