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arxiv: 1310.3240 · v2 · submitted 2013-10-11 · 💻 cs.IT · math.FA· math.IT· math.NA· math.OC· math.ST· stat.TH

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Phase Retrieval from Coded Diffraction Patterns

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classification 💻 cs.IT math.FAmath.ITmath.NAmath.OCmath.STstat.TH
keywords diffractionphasecodednumberpatternanalysisappearsapproach
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This paper considers the question of recovering the phase of an object from intensity-only measurements, a problem which naturally appears in X-ray crystallography and related disciplines. We study a physically realistic setup where one can modulate the signal of interest and then collect the intensity of its diffraction pattern, each modulation thereby producing a sort of coded diffraction pattern. We show that PhaseLift, a recent convex programming technique, recovers the phase information exactly from a number of random modulations, which is polylogarithmic in the number of unknowns. Numerical experiments with noiseless and noisy data complement our theoretical analysis and illustrate our approach.

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