Randomized Iterative Reconstruction for Sparse View X-ray Computed Tomography

03/06/2017
by   D. Trinca, et al.
0

With the availability of more powerful computers, iterative reconstruction algorithms are the subject of an ongoing work in the design of more efficient reconstruction algorithms for X-ray computed tomography. In this work, we show how two analytical reconstruction algorithms can be improved by correcting the corresponding reconstructions using a randomized iterative reconstruction algorithm. The combined analytical reconstruction followed by randomized iterative reconstruction can also be viewed as a reconstruction algorithm which, in the experiments we have conducted, uses up to 35% less projection angles as compared to the analytical reconstruction algorithms and produces the same results in terms of quality of reconstruction, without increasing the execution time significantly.

READ FULL TEXT

page 2

page 3

page 4

page 6

page 7

page 8

page 9

research
06/11/2016

TRex: A Tomography Reconstruction Proximal Framework for Robust Sparse View X-Ray Applications

We present TRex, a flexible and robust Tomographic Reconstruction framew...
research
07/29/2015

Adapted sampling for 3D X-ray computed tomography

In this paper, we introduce a method to build an adapted mesh representa...
research
12/16/2016

On the crucial impact of the coupling projector-backprojector in iterative tomographic reconstruction

The performance of an iterative reconstruction algorithm for X-ray tomog...
research
06/15/2016

A practical local tomography reconstruction algorithm based on known subregion

We propose a new method to reconstruct data acquired in a local tomograp...
research
04/14/2021

A hybrid Gibbs sampler for edge-preserving tomographic reconstruction with uncertain view angles

In computed tomography, data consist of measurements of the attenuation ...
research
04/18/2023

tomoCAM: Fast Model-based Iterative Reconstruction via GPU Acceleration and Non-Uniform Fast Fourier Transforms

X-Ray based computed tomography (CT) is a well-established technique for...
research
01/20/2023

Functional-analytical reconstruction of high contrast inhomogeneities

In practice of acoustic tomography, for example, in medical applications...

Please sign up or login with your details

Forgot password? Click here to reset