Iterative Joint Ptychography-Tomography with Total Variation Regularization

In order to determine the 3D structure of a thick sample, researchers have recently combined ptychography (for high resolution) and tomography (for 3D imaging) in a single experiment. 2-step methods are usually adopted for reconstruction, where the ptychography and tomography problems are often solved independently. In this paper, we provide a novel model and ADMM-based algorithm to jointly solve the ptychography-tomography problem iteratively, also employing total variation regularization. The proposed method permits large scan stepsizes for the ptychography experiment, requiring less measurements and being more robust to noise with respect to other strategies, while achieving higher reconstruction quality results.

[1]  ierre,et al.  Ptychographic X-ray computed tomography at a high-brilliance X-ray source , 2019 .

[2]  Pablo Enfedaque,et al.  Blind Ptychographic Phase Retrieval via Convergent Alternating Direction Method of Multipliers , 2018, SIAM J. Imaging Sci..

[3]  Talita Perciano,et al.  SHARP: a distributed, GPU-based ptychographic solver , 2016, 1602.01448.

[4]  Tieyong Zeng,et al.  Variational Phase Retrieval with Globally Convergent Preconditioned Proximal Algorithm , 2018, SIAM J. Imaging Sci..

[5]  Harinarayan Krishnan,et al.  Three-dimensional localization of nanoscale battery reactions using soft X-ray tomography , 2017, Nature Communications.

[6]  F. Natterer The Mathematics of Computerized Tomography , 1986 .

[7]  O. Bunk,et al.  Phase tomography from x-ray coherent diffractive imaging projections. , 2011, Optics express.

[8]  Doğa Gürsoy Direct coupling of tomography and ptychography. , 2017, Optics letters.

[9]  Data Efficient X-ray Phase Tomography with Self-calibrated Sandpaper Analyzer , 2017 .

[10]  Alexander Hexemer,et al.  Robust X-Ray Phase Ptycho-Tomography , 2016, IEEE Signal Processing Letters.

[11]  O. Bunk,et al.  Ptychographic X-ray computed tomography at the nanoscale , 2010, Nature.

[12]  Manuel Guizar-Sicairos,et al.  High resolution 3D imaging of integrated circuits by x-ray ptychography , 2018, Commercial + Scientific Sensing and Imaging.

[13]  B. C. McCallum,et al.  Resolution beyond the 'information limit' in transmission electron microscopy , 1995, Nature.

[14]  O. Bunk,et al.  X-ray ptychographic computed tomography at 16 nm isotropic 3D resolution , 2014, Scientific Reports.

[15]  L. Rudin,et al.  Nonlinear total variation based noise removal algorithms , 1992 .

[16]  Francesco De Carlo,et al.  TomoPy: a framework for the analysis of synchrotron tomographic data , 2014, Optics & Photonics - Optical Engineering + Applications.

[17]  R. Glowinski,et al.  Augmented Lagrangian and Operator-Splitting Methods in Nonlinear Mechanics , 1987 .