Model-Based Reconstruction for X-ray Diffraction Imaging

نویسندگان

  • Venkatesh Sridhar
  • Sherman J. Kisner
  • Sondre Skatter
  • Charles A. Bouman
چکیده

In this paper, we propose a novel 4D model-based iterative reconstruction (MBIR) algorithm for low-angle scatter X-ray Diffraction (XRD) that can substantially increase the SNR. Our forward model is based on a Poisson photon counting model that incorporates a spatial point-spread function, detector energy response and energy-dependent attenuation correction. Our prior model uses a Markov random field (MRF) together with a reduced spectral bases set determined using non-negative matrix factorization. We demonstrate the effectiveness of our method with real data sets.

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تاریخ انتشار 2016