Statistical Analysis of the LMS Algorithm Applied to Super-Resolution Image Reconstruction

@article{Costa2007StatisticalAO,
  title={Statistical Analysis of the LMS Algorithm Applied to Super-Resolution Image Reconstruction},
  author={Guilherme Holsbach Costa and Jos{\'e} Carlos M. Bermudez},
  journal={IEEE Transactions on Signal Processing},
  year={2007},
  volume={55},
  pages={2084-2095}
}
Super resolution reconstruction of image sequences is highly dependent on quality of the motion estimation between successive frames. This work presents a statistical analysis of the least mean square (LMS) algorithm applied to super resolution reconstruction of an image sequence with translational global motion. Deterministic recursions are derived for the mean and mean square behaviors of the reconstruction error as functions of the registration errors. The new model describes the behavior of… CONTINUE READING
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