Books and articles in imaging and computed tomography

Here is a collection of suggested resources for imaging and tomography (currently being updated).

Suggested books

• Title: "Principles of Computerized Tomographic Imaging"
  Authors: A. C. Kak, and Malcolm Slaney
  Url: http://www.slaney.org/pct/pct-toc.html
  Tags: fundamental, fbp, iterative
  

• Title: "Computed Tomography"
  Authors: Thorsten M. Buzug
  DOI: 10.1007/978-3-540-39408-2
  Tags: fundamental, fbp, iterative
  

• Title: "Convex Optimization"
  Authors: S. Boyd, and L. Vandenberghe
  DOI: 10.1017/CBO9780511804441
  Url: http://www.stanford.edu/~boyd/cvxbook/bv_cvxbook.pdf
  Local path: ...ptimization.pdf P:\EXP\SoM\Tomography-bridge\Literature\2004 - Boyd-Vandenberghe - Convex Optimization.pdf
  Tags: optimization, regularization, fundamental, convex
  

• Title: "Mathematical Methods in Image Reconstruction"
  Authors: F. Natterer, and F. Wubbeling
  DOI: 10.1137/1.9780898718324
  Tags: resolution, fundamental
  

• Title: "Contribution to Phase Contrast Imaging, Reconstruction and Tomography with Hard Synchrotron Radiation"
  Authors: P. Cloetens (PhD Thesis)
  Url: http://www.esrf.eu/files/live/sites/www/files/UsersAndScience/Experiments/StructMaterials/ID19/ThesePeterCloetens.pdf
  Local path: ...er Cloetens.pdf P:\EXP\SoM\Tomography-bridge\Literature\PhD Thesis - Peter Cloetens.pdf
  Tags:
  

• Title: "Filter-Based Reconstruction Methods for Tomography"
  Authors: Daniel M. Pelt (PhD Thesis)
  Url: http://hdl.handle.net/1887/39638
  Local path: ...Daniel Pelt.pdf P:\EXP\SoM\Tomography-bridge\Literature\PhD Thesis - Daniel Pelt.pdf
  Tags: iterative, neural-networks, regularization
  

• Title: "Improved and practically feasible reconstruction methods for high resolution X-ray tomography"
  Authors: Yoni De Witte (PhD Thesis)
  Url: http://hdl.handle.net/1854/LU-1002586
  Local path: ...ni De Witte.pdf P:\EXP\SoM\Tomography-bridge\Literature\PhD Thesis - Yoni De Witte.pdf
  Tags: fbp, cone-beam
  

• Title: "Nonlinear approaches for phase retrieval in the Fresnel region for hard X-ray imaging"
  Authors: Valentina Davidoiu (PhD Thesis)
  Url: http://theses.insa-lyon.fr/publication/2013ISAL0089/these.pdf
  Local path: ...na Davidoiu.pdf P:\EXP\SoM\Tomography-bridge\Literature\PhD Thesis - Valentina Davidoiu.pdf
  Tags: phase, imaging, wavelets
  

Suggested articles

• Title: "A mixed-scale dense convolutional neural network for image analysis"
  Authors: D. M. Pelt, and J. A. Sethian
  DOI: 10.1073/pnas.1715832114
  Local path: ...ge analysis.pdf P:\EXP\SoM\Tomography-bridge\Literature\2018 - Pelt - A mixed-scale dense convolutional neural network for image analysis.pdf
  Tags: ai, neural-networks, msd-net
  

• Title: "On-the-Fly Machine Learning for Improving Image Resolution in Tomography"
  Authors: A. A. Hendriksen, D. M. Pelt, W. J. Palenstijn, S. B. Coban, and J. K. Batenburg
  DOI: 10.3390/app9122445
  Local path: ... tomography.pdf P:\EXP\SoM\Tomography-bridge\Literature\2019 - Hendriksen - On-the-fly machine learning for improving image resolution in tomography.pdf
  Tags: ai, neural-networks, msd-net, super-resolution
  

• Title: "An introduction to continuous optimization for imaging"
  Authors: A. Chambolle, and T. Pock
  DOI: 10.1017/S096249291600009X
  Local path: ...for imaging.pdf P:\EXP\SoM\Tomography-bridge\Literature\2016 - Chamolle-Pock - An introduction to continuous optimization for imaging.pdf
  Tags: optimization, regularization, primal-dual
  

• Title: "Convex optimization problem prototyping for image reconstruction in computed tomography with the Chambolle-Pock algorithm."
  Authors: E. Sidky, J. H. Jørgensen, and X. Pan
  DOI: 10.1088/0031-9155/57/10/3065
  Local path: ...k algorithm.pdf P:\EXP\SoM\Tomography-bridge\Literature\2012 - Sidky - Convex optimization problem prototyping for image reconstruction in computed tomography with the Chambolle-Pock algorithm.pdf
  Tags: optimization, regularization, primal-dual