12 May 2016 Model-based reconstruction for x-ray diffraction imaging
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Abstract
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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Venkatesh Sridhar, Venkatesh Sridhar, Sherman J. Kisner, Sherman J. Kisner, Sondre Skatter, Sondre Skatter, Charles A. Bouman, Charles A. Bouman, } "Model-based reconstruction for x-ray diffraction imaging", Proc. SPIE 9847, Anomaly Detection and Imaging with X-Rays (ADIX), 98470K (12 May 2016); doi: 10.1117/12.2223134; https://doi.org/10.1117/12.2223134
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