Paper Info
Title
Reduction Of Streak Artifacts Caused By Low Photon Counts Utilizing An Image-Based Forward Projection In Computed Tomography
Abstract
Background: The streak artifacts in computed tomography (CT) images caused by low photon counts are known to be effectively suppressed by raw-data-based techniques. This study aims to propose a technique to reduce the streak artifact without accessing the raw data. Methods: The proposed streak artifact reduction (SAR) technique consists of three steps: numerical forward projection to a CT image, adaptive filtering of the generated sinogram, and image reconstruction from the processed sinogram. The authors have expanded the two-dimensional method (2D-SAR) to three dimensions (3DSAR) by using consecutive CT images. The modulation transfer function (MTF), the image noise (standard deviation), and the visibility of comb-shaped objects were evaluated at a low dose of 5 mGy. Using anthropomorphic abdominal and chest phantoms, CT images and the artifact index (AI) were compared between 3D-SAR and two types of iterative reconstruction (IR). Results: Sufficient artifact reductions associated with 54% and 61% reduction of noise for 2D- and 3D-SAR, respectively, were obtained in the phantom images, although the 50%MTF decreased by 28%. The visibility of the combs was improved with both the 2D- and 3D-SAR methods. The AI results of 3D-SAR were better than one type of IR and almost equal to the other type of IR, which was consistent with observed artifacts. Conclusion: Both 2D-SAR and 3D-SAR have turned out to be effective in reducing streak artifacts. The proposed technique will be an effective tool since it needs no raw data, and thus can be applied to any CT images produced by a wide variety of CT systems.
Year
DOI
Venue
2021
10.1016/j.compbiomed.2021.104583
COMPUTERS IN BIOLOGY AND MEDICINE
Keywords
DocType
Volume
Computed tomography, Streak artifact, Radiation dose, Sinogram, Spatial resolution
Journal
135
ISSN
Citations 
PageRank 
0010-4825
0
0.34
References 
Authors
0
6
Name
Order
Citations
PageRank
Shinji Niwa100.34
Katsuhiro Ichikawa200.34
Hiroki Kawashima313.08
Tadanori Takata400.34
Shuhei Minami500.34
Wataru Mitsui600.34