Publications [#338729] of Lawrence Carin

Papers Published

1. Carin, L, Statistical methods in compressive imaging, Optics InfoBase Conference Papers (January, 2014), ISBN 9781557523082
   (last updated on 2024/12/31)

   Abstract:
   This talk will review recent developments in the use of statistical methods for inversion of data that are acquired compressively. A particular focus will be placed on dictionary learning and its connection to mixture models. It will be explained how these methods can be used to achieve very efficient inversion, with state-of-the-art accuracy. The basic framework will be demonstrated as applied to real compressively acquired data. In particular, we will consider compressive measurements with respect to time, spectrum and focus. © 2014 OSA.