Automated dual-exposure technique to extend the dynamic range of flat-panel detectors used in small-animal cone-beam micro-CT

Alejandro Sisniega Crespo, Juan J. Vaquero, Mónica Abella, Irina Vidal Migallón, Eduardo Lage, Manuel Desco

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

This work presents an approach to extend the dynamic range of X-ray flat-panel detectors for cone-beam micro-CT by using two different acquisitions of the same sample, taken at two different X-ray photon fluxes with the same X-ray beam peak energy and filtration. Photon flux for the first scan is chosen as the maximum possible value not saturating the detector in the low attenuation areas. The second exposure level is calculated from the data acquired in the first exposure, assuming that the detector response to the incoming radiation is linear. To combine both datasets, we model the response of a detector pixel, as well as the overall gain of the detector. Each pixel of each dataset is weighted according to its value. Pixels whose value lies within the high gain region of the detector receive the higher weights. The weighted Joint Probability Density Function (JPDF) is obtained by assuming that each dataset follows an independent Gaussian distribution. The final pixel value is calculated by means of a maximum-likelihood estimation performed on the JPDF. The algorithm has been tested imaging two different phantoms on a small-animal cone-beam CT. We have performed comparative experiments using the proposed dual-exposure technique and a regular single-exposure acquisition, following a fully automated procedure. In both cases the dose delivered to the sample was the same. Image quality was assessed from the image noise level and the presence of artifacts on the reconstructed slices, at different dose levels. The dual-exposure data show higher signal-to-noise ratio. Also, image artifacts are noticeably reduced in the dual-exposure dataset. Since the proposed technique enhance the quality of the data extending the dynamic range of the detector without increasing the delivered dose, it is particularly suitable to image samples which contain both low and high attenuating regions. Furthermore, the extension of the technique to use more than two exposure levels is straightforward.

Original languageEnglish (US)
Title of host publication2009 IEEE Nuclear Science Symposium Conference Record, NSS/MIC 2009
Pages2948-2950
Number of pages3
DOIs
StatePublished - Dec 1 2009
Externally publishedYes
Event2009 IEEE Nuclear Science Symposium Conference Record, NSS/MIC 2009 - Orlando, FL, United States
Duration: Oct 25 2009Oct 31 2009

Other

Other2009 IEEE Nuclear Science Symposium Conference Record, NSS/MIC 2009
CountryUnited States
CityOrlando, FL
Period10/25/0910/31/09

Fingerprint

Cone-Beam Computed Tomography
dynamic range
animals
cones
detectors
X-Rays
Photons
Artifacts
pixels
probability density functions
Normal Distribution
Signal-To-Noise Ratio
dosage
artifacts
acquisition
Radiation
x rays
Weights and Measures
photons
Datasets

ASJC Scopus subject areas

  • Radiation
  • Nuclear and High Energy Physics
  • Radiology Nuclear Medicine and imaging

Cite this

Sisniega Crespo, A., Vaquero, J. J., Abella, M., Migallón, I. V., Lage, E., & Desco, M. (2009). Automated dual-exposure technique to extend the dynamic range of flat-panel detectors used in small-animal cone-beam micro-CT. In 2009 IEEE Nuclear Science Symposium Conference Record, NSS/MIC 2009 (pp. 2948-2950). [5401605] https://doi.org/10.1109/NSSMIC.2009.5401605

Automated dual-exposure technique to extend the dynamic range of flat-panel detectors used in small-animal cone-beam micro-CT. / Sisniega Crespo, Alejandro; Vaquero, Juan J.; Abella, Mónica; Migallón, Irina Vidal; Lage, Eduardo; Desco, Manuel.

2009 IEEE Nuclear Science Symposium Conference Record, NSS/MIC 2009. 2009. p. 2948-2950 5401605.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Sisniega Crespo, A, Vaquero, JJ, Abella, M, Migallón, IV, Lage, E & Desco, M 2009, Automated dual-exposure technique to extend the dynamic range of flat-panel detectors used in small-animal cone-beam micro-CT. in 2009 IEEE Nuclear Science Symposium Conference Record, NSS/MIC 2009., 5401605, pp. 2948-2950, 2009 IEEE Nuclear Science Symposium Conference Record, NSS/MIC 2009, Orlando, FL, United States, 10/25/09. https://doi.org/10.1109/NSSMIC.2009.5401605
Sisniega Crespo A, Vaquero JJ, Abella M, Migallón IV, Lage E, Desco M. Automated dual-exposure technique to extend the dynamic range of flat-panel detectors used in small-animal cone-beam micro-CT. In 2009 IEEE Nuclear Science Symposium Conference Record, NSS/MIC 2009. 2009. p. 2948-2950. 5401605 https://doi.org/10.1109/NSSMIC.2009.5401605
Sisniega Crespo, Alejandro ; Vaquero, Juan J. ; Abella, Mónica ; Migallón, Irina Vidal ; Lage, Eduardo ; Desco, Manuel. / Automated dual-exposure technique to extend the dynamic range of flat-panel detectors used in small-animal cone-beam micro-CT. 2009 IEEE Nuclear Science Symposium Conference Record, NSS/MIC 2009. 2009. pp. 2948-2950
@inproceedings{6ba251778f6543f6931dddd464b5e157,
title = "Automated dual-exposure technique to extend the dynamic range of flat-panel detectors used in small-animal cone-beam micro-CT",
abstract = "This work presents an approach to extend the dynamic range of X-ray flat-panel detectors for cone-beam micro-CT by using two different acquisitions of the same sample, taken at two different X-ray photon fluxes with the same X-ray beam peak energy and filtration. Photon flux for the first scan is chosen as the maximum possible value not saturating the detector in the low attenuation areas. The second exposure level is calculated from the data acquired in the first exposure, assuming that the detector response to the incoming radiation is linear. To combine both datasets, we model the response of a detector pixel, as well as the overall gain of the detector. Each pixel of each dataset is weighted according to its value. Pixels whose value lies within the high gain region of the detector receive the higher weights. The weighted Joint Probability Density Function (JPDF) is obtained by assuming that each dataset follows an independent Gaussian distribution. The final pixel value is calculated by means of a maximum-likelihood estimation performed on the JPDF. The algorithm has been tested imaging two different phantoms on a small-animal cone-beam CT. We have performed comparative experiments using the proposed dual-exposure technique and a regular single-exposure acquisition, following a fully automated procedure. In both cases the dose delivered to the sample was the same. Image quality was assessed from the image noise level and the presence of artifacts on the reconstructed slices, at different dose levels. The dual-exposure data show higher signal-to-noise ratio. Also, image artifacts are noticeably reduced in the dual-exposure dataset. Since the proposed technique enhance the quality of the data extending the dynamic range of the detector without increasing the delivered dose, it is particularly suitable to image samples which contain both low and high attenuating regions. Furthermore, the extension of the technique to use more than two exposure levels is straightforward.",
author = "{Sisniega Crespo}, Alejandro and Vaquero, {Juan J.} and M{\'o}nica Abella and Migall{\'o}n, {Irina Vidal} and Eduardo Lage and Manuel Desco",
year = "2009",
month = "12",
day = "1",
doi = "10.1109/NSSMIC.2009.5401605",
language = "English (US)",
isbn = "9781424439621",
pages = "2948--2950",
booktitle = "2009 IEEE Nuclear Science Symposium Conference Record, NSS/MIC 2009",

}

TY - GEN

T1 - Automated dual-exposure technique to extend the dynamic range of flat-panel detectors used in small-animal cone-beam micro-CT

AU - Sisniega Crespo, Alejandro

AU - Vaquero, Juan J.

AU - Abella, Mónica

AU - Migallón, Irina Vidal

AU - Lage, Eduardo

AU - Desco, Manuel

PY - 2009/12/1

Y1 - 2009/12/1

N2 - This work presents an approach to extend the dynamic range of X-ray flat-panel detectors for cone-beam micro-CT by using two different acquisitions of the same sample, taken at two different X-ray photon fluxes with the same X-ray beam peak energy and filtration. Photon flux for the first scan is chosen as the maximum possible value not saturating the detector in the low attenuation areas. The second exposure level is calculated from the data acquired in the first exposure, assuming that the detector response to the incoming radiation is linear. To combine both datasets, we model the response of a detector pixel, as well as the overall gain of the detector. Each pixel of each dataset is weighted according to its value. Pixels whose value lies within the high gain region of the detector receive the higher weights. The weighted Joint Probability Density Function (JPDF) is obtained by assuming that each dataset follows an independent Gaussian distribution. The final pixel value is calculated by means of a maximum-likelihood estimation performed on the JPDF. The algorithm has been tested imaging two different phantoms on a small-animal cone-beam CT. We have performed comparative experiments using the proposed dual-exposure technique and a regular single-exposure acquisition, following a fully automated procedure. In both cases the dose delivered to the sample was the same. Image quality was assessed from the image noise level and the presence of artifacts on the reconstructed slices, at different dose levels. The dual-exposure data show higher signal-to-noise ratio. Also, image artifacts are noticeably reduced in the dual-exposure dataset. Since the proposed technique enhance the quality of the data extending the dynamic range of the detector without increasing the delivered dose, it is particularly suitable to image samples which contain both low and high attenuating regions. Furthermore, the extension of the technique to use more than two exposure levels is straightforward.

AB - This work presents an approach to extend the dynamic range of X-ray flat-panel detectors for cone-beam micro-CT by using two different acquisitions of the same sample, taken at two different X-ray photon fluxes with the same X-ray beam peak energy and filtration. Photon flux for the first scan is chosen as the maximum possible value not saturating the detector in the low attenuation areas. The second exposure level is calculated from the data acquired in the first exposure, assuming that the detector response to the incoming radiation is linear. To combine both datasets, we model the response of a detector pixel, as well as the overall gain of the detector. Each pixel of each dataset is weighted according to its value. Pixels whose value lies within the high gain region of the detector receive the higher weights. The weighted Joint Probability Density Function (JPDF) is obtained by assuming that each dataset follows an independent Gaussian distribution. The final pixel value is calculated by means of a maximum-likelihood estimation performed on the JPDF. The algorithm has been tested imaging two different phantoms on a small-animal cone-beam CT. We have performed comparative experiments using the proposed dual-exposure technique and a regular single-exposure acquisition, following a fully automated procedure. In both cases the dose delivered to the sample was the same. Image quality was assessed from the image noise level and the presence of artifacts on the reconstructed slices, at different dose levels. The dual-exposure data show higher signal-to-noise ratio. Also, image artifacts are noticeably reduced in the dual-exposure dataset. Since the proposed technique enhance the quality of the data extending the dynamic range of the detector without increasing the delivered dose, it is particularly suitable to image samples which contain both low and high attenuating regions. Furthermore, the extension of the technique to use more than two exposure levels is straightforward.

UR - http://www.scopus.com/inward/record.url?scp=77951156411&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=77951156411&partnerID=8YFLogxK

U2 - 10.1109/NSSMIC.2009.5401605

DO - 10.1109/NSSMIC.2009.5401605

M3 - Conference contribution

SN - 9781424439621

SP - 2948

EP - 2950

BT - 2009 IEEE Nuclear Science Symposium Conference Record, NSS/MIC 2009

ER -