748 research outputs found
Region-based motion-compensated iterative reconstruction technique for dynamic computed tomography
Current state-of-the-art motion-based dynamic computed tomography
reconstruction techniques estimate the deformation by considering motion models
in the entire object volume although occasionally the proper change is local.
In this article, we address this issue by introducing the region-based
Motion-compensated Iterative Reconstruction Technique (rMIRT). It aims to
accurately reconstruct the object being locally deformed during the scan, while
identifying the deformed regions consistently with the motion models. Moreover,
the motion parameters that correspond to the deformation in those areas are
also estimated. In order to achieve these goals, we consider a mathematical
optimization problem whose objective function depends on the reconstruction,
the deformed regions and the motion parameters. The derivatives towards all of
them are formulated analytically, which allows for efficient reconstruction
using gradient-based optimizers. To the best of our knowledge, this is the
first iterative reconstruction method in dynamic CT that exploits the
analytical derivative towards the deformed regions.Comment: Accepted at ISBI 202
A novel method for realistic DWI data generation
Diffusion Weighted Imaging (DWI) was introduced to explore the human connectome in vivo; although many fiber tractography (FT) algorithms exist, proving the effectiveness of their estimates is challenging. We present a biologically and physically realistic software phantom, with brain-like fibres configuration and images, fully tuneable in terms of ‘simulated acquisition’ parameters: a realistic bench test for quantitative analyses of every DWI-related algorith
Modeling blurring effects due to continuous gantry rotation: Application to region of interest tomography
Purpose:
Projections acquired with continuous gantry rotation may suffer from blurring effects, depending on the rotation speed and the exposure time of each projection. This leads to blurred reconstructions if conventional reconstruction algorithms are applied. In this paper, the authors propose a reconstruction method for fast acquisitions based on a continuously moving and continuously emitting x-ray source. They study the trade-off between total acquisition time and reconstruction quality and compare with conventional reconstructions using projections acquired with a stepwise moving x-ray source.
Methods:
The authors introduce the algebraic reconstruction technique with angular integration concept, which models the angular integration due to the relative motion of the x-ray source during the projection.
Results:
Compared to conventional reconstruction from projections acquired with pulsed x-ray emission, the proposed method results in substantially improved reconstruction quality around the center of rotation. Outside this region, the proposed method results in improved radial resolution and a decreased tangential resolution. For a fixed reconstruction quality of this region of interest, the proposed method enables a lower number of projections and thus a faster acquisition.
Conclusions:
The modeling of the continuous gantry rotation in the proposed method substantially improves the reconstruction quality in a region of interest around the rotation center. The proposed method shows potential for fast region of interest tomography
Tomographic image reconstruction from continuous projections
An important design aspect in tomographic image reconstruction is the choice between a step-and-shoot protocol versus continuous X-ray tube movement for image acquisition. A step-and-shoot protocol implies a perfectly still tube during X-ray exposure, and hence involves moving the tube to its next position only in between exposures.
In a continuous movement protocol, the tube is in a constant motion. The angular integration of the rays inherently produces blurred projections. Conventional reconstruction from such projections leads to blurred reconstructed images, and therefore the projection angles are kept small. Important advantages of a continuous scanning protocol are shorter acquisition times and less demands on modality construction from a mechanical point of view.
In this work, the continuous protocol is extended with continuous projections, in which the X-ray source is continuously
emitting X-rays over larger angles. The focal spot motion can no longer be ignored and is modeled in the reconstruction. The reconstruction quality is compared with the equivalent step-and-shoot counterpart showing improved results for region of interest tomography
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