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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Gonzales, B.J. Lalush, D. |
| Copyright Year | 2010 |
| Description | Author affiliation: Joint Department of Biomedical Engineering at the University of North Carolina and North Carolina State University (Gonzales, B.J.; Lalush, D.) |
| Abstract | We have recently developed a novel x-ray computed tomography (CT) system capable of dense spectral measurements along the energy axis using a photon-counting single-pixel detector. The reconstructions have high energy axis resolution but suffer from noise due to dividing the total x-ray counts into multiple energy bins. We have recently developed two methods to suppress the noise along the energy axis: a Penalized Weighted Least Squares Algorithm (PWLS) for iterative reconstruction along the energy axis and an Eigenvector Filtering Algorithm for noise suppression in the energy domain using a set of basis functions. The two methods are briefly presented. We present a detailed comparison of the two algorithms focusing on the noise-energy resolution relationship in both methods, comparing the signal-to-noise ratio (SNR) ratio for both methods. Results show that the SNR is distributed differently across the energy spectrum for the two methods. We investigate combining the two methods forming a hybrid PWLS-Eigenvector method. The hybrid method is shown to take advantage of both methods' SNR improvements. We conclude that both algorithms offer significant noise suppression while preserving key energy axis data. |
| Starting Page | 2181 |
| Ending Page | 2187 |
| File Size | 1149524 |
| Page Count | 7 |
| File Format | |
| ISBN | 9781424491063 |
| ISSN | 10957863 |
| e-ISBN | 9781424491056 |
| DOI | 10.1109/NSSMIC.2010.5874169 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2010-10-30 |
| Publisher Place | USA |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Attenuation Noise Materials Image reconstruction Absorption Pixel X-ray imaging |
| Content Type | Text |
| Resource Type | Article |
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