DOLPHIn—Dictionary Learning for Phase Retrieval

@article{Tillmann2016DOLPHInDictionaryLF,
  title={DOLPHIn—Dictionary Learning for Phase Retrieval},
  author={Andreas M. Tillmann and Yonina C. Eldar and Julien Mairal},
  journal={IEEE Transactions on Signal Processing},
  year={2016},
  volume={64},
  pages={6485-6500}
}
We propose a new algorithm to learn a dictionary for reconstructing and sparsely encoding signals from measurements without phase. Specifically, we consider the task of estimating a two-dimensional image from squared-magnitude measurements of a complex-valued linear transformation of the original image. Several recent phase retrieval algorithms exploit underlying sparsity of the unknown signal in order to improve recovery performance. In this work, we consider such a sparse signal prior in the… CONTINUE READING
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DOLPHIn – Dictionary Learning for Phase Retrieval

A. M. Tillmann, Y. C. Eldar, J. Mairal
arXiv:1602.02263 [math.OC], 2016. • 2016
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Dictionary learning from phaseless measurements

2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) • 2016