Dr. Kevin M. Holt Profile

Dr. Kevin M. Holt

Sr Research Scientist at Varex Imaging Corp

SPIE Involvement:

Author

Publications (4)

Proceedings Article | 18 October 2022 Open Access

Design and optimization of 3D VSHARP® scatter correction for industrial CBCT using the Linear Boltzmann Transport Equation

Kevin Holt, Devang Savaliya, Amy Shiroma, Martin Hu, David Nisius, Steve Hoelzer, Mingshan Sun, Don Vernekohl, Josh Star-Lack

Proceedings Volume 12304, 1230419 (2022) https://doi.org/10.1117/12.2647154

KEYWORDS: Sensors, Image segmentation, Image quality, Reconstruction algorithms, 3D image processing, Spatial resolution, Genetic algorithms, Aluminum, 3D acquisition, Physics

Read Abstract +

We have developed VSHARP®, a suite of scatter correction solutions that have been incorporated into the commercially available cone-beam software development toolkit, CST (Varex Imaging, Salt Lake City, UT) enabling scatter correction to be applied as part of an entire CBCT reconstruction pipeline. The suite includes 2D VSHARP®, a deconvolution correction using asymmetric Gaussian kernels, 2D VSHARP-ML, a U-NET machine-learning correction, and 3D VSHARP®, a correction using a rapid finite-element Linear Boltzmann Transport Equation (LBTE) solver to estimate scatter in a manner similar to traditional stochastic Monte Carlo (MC) simulations. Of the three corrections, 3D VSHARP is the most accurate and flexible since it can be readily applied to arbitrary scanner geometries, protocols, and scan parts while the 2D VSHARP models may need to be regenerated for each configuration. On the other hand, 3D VSHARP is inherently slower since a minimum of two reconstruction passes are needed and the LBTE solver, while much faster than traditional MC, is still computationally intensive. The goal of this work was to minimize LBTE run times for (typically large) industrial datasets by optimizing parameter settings, particularly the choice of the sampling grid dimensions. This was achieved by applying a multi-objective genetic algorithm to find the Pareto front characterizing the tradeoff between speed and accuracy and identifying key operating points on the curve. Testing with 720 frames of 3720x3720 projection data to make a reconstruction volume of size 500x500x600, we found that excellent image quality can be obtained by using a coarse scatter grid size of 27x27x32 volume and 44x44 detector and a primary grid size of 246x246 x295 volume and 295x295 detector, both over 42 frames for a grand total of 21 seconds LBTE computation time. We show the Pareto characterization, as well as demonstrations of 3D VSHARP image quality with significantly reduced scatter-induced artifacts such as streaking and shading.

DOWNLOAD PAPER

Proceedings Article | 15 February 2021 Poster + Presentation + Paper

3D VSHARP®, a general-purpose CBCT scatter correction tool that uses the linear Boltzmann transport equation

Josh Star-Lack, Kevin Holt, Steve Hoelzer, Devang Savaliya, Amy Shiroma, Suman Shrestha, Eric Amusin, Don Vernekohl, David Nisius, Mingshan Sun

Proceedings Volume 11595, 115952X (2021) https://doi.org/10.1117/12.2582048

KEYWORDS: Algorithm development, 3D modeling, X-rays, X-ray detectors, X-ray computed tomography, Software development, Sensors, Photon transport, Image quality, Data acquisition

Read Abstract +

Proceedings Article | 13 March 2009 Paper

Geometric calibration of detectors with discrete irregularities for computed tomography

Kevin Holt

Proceedings Volume 7258, 72582E (2009) https://doi.org/10.1117/12.811643

KEYWORDS: Sensors, Calibration, Reconstruction algorithms, Detection and tracking algorithms, Distortion, Computed tomography, Algorithm development, CT reconstruction, Image intensifiers, Scanners

Read Abstract +

Proceedings Article | 13 March 2009 Paper

Geometric calibration and distortion calibration for CT from scans of unknown objects using complementary rays

Kevin Holt

Proceedings Volume 7258, 72581Q (2009) https://doi.org/10.1117/12.811652

KEYWORDS: Calibration, Distortion, Sensors, Scanners, X-ray computed tomography, Image quality, Data modeling, Signal to noise ratio, Detection and tracking algorithms, X-ray sources

Read Abstract +

View contact details

UPDATE YOUR PROFILE

Is this your profile? Update it now.

Sign into your SPIE.org account

Don’t have a profile and want one?

Create an account on SPIE.org

Keywords/Phrases

Search In:

Publication Years