Example-Based Regularization Deployed to Super-Resolution Reconstruction of a Single Image

@article{Elad2009ExampleBasedRD,
  title={Example-Based Regularization Deployed to Super-Resolution Reconstruction of a Single Image},
  author={Michael Elad and Dmitry Datsenko},
  journal={Comput. J.},
  year={2009},
  volume={52},
  pages={15-30}
}
In super-resolution (SR) reconstruction of images, regularization becomes crucial when insufficient number of measured low-resolution images is supplied. Beyond making the problem algebraically well posed, a properly chosen regularization can direct the solution toward a better quality outcome. Even the extreme case—a SR reconstruction from a single measured image—can be made successful with a well-chosen regularization. Much of the progress made in the past two decades on inverse problems in… CONTINUE READING

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