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Volumn 25, Issue 10, 2006, Pages 1272-1283

Penalized weighted least-squares approach to sinogram noise reduction and image reconstruction for low-dose X-ray computed tomography

Author keywords

Low dose X ray computed tomography; Noise reduction; Penalized weighted least squares

Indexed keywords

COMPUTER SIMULATION; COMPUTERIZED TOMOGRAPHY; LEAST SQUARES APPROXIMATIONS; MARKOV PROCESSES; NOISE ABATEMENT; X RAYS;

EID: 33947260155     PISSN: 02780062     EISSN: None     Source Type: Journal    
DOI: 10.1109/TMI.2006.882141     Document Type: Article
Times cited : (575)

References (33)
  • 1
    • 0042845953 scopus 로고    scopus 로고
    • O. W. Linton, A. Fred, and F. A. Mettler, National conference on dose reduction in CT, with an emphasis on pediatric patients, Amer. J. Roentgenol., 181, pp. 321-329, 2003.
    • O. W. Linton, A. Fred, and F. A. Mettler, "National conference on dose reduction in CT, with an emphasis on pediatric patients," Amer. J. Roentgenol., vol. 181, pp. 321-329, 2003.
  • 2
    • 0021327145 scopus 로고
    • EM reconstruction algorithms for emission and transmission tomography
    • K. Lange and R. Carson, "EM reconstruction algorithms for emission and transmission tomography," J. Comput. Assisted Tomogr., vol. 8, pp. 306-316, 1984.
    • (1984) J. Comput. Assisted Tomogr , vol.8 , pp. 306-316
    • Lange, K.1    Carson, R.2
  • 3
    • 0042421775 scopus 로고    scopus 로고
    • Efficient and accurate likelihood for iterative image reconstruction in X-ray computed tomography
    • I. A. Elbakri and J. A. Fessier, "Efficient and accurate likelihood for iterative image reconstruction in X-ray computed tomography," Proc. SPIE Med. Imag., vol. 5032, pp. 1839-1850, 2003.
    • (2003) Proc. SPIE Med. Imag , vol.5032 , pp. 1839-1850
    • Elbakri, I.A.1    Fessier, J.A.2
  • 4
    • 0036033694 scopus 로고    scopus 로고
    • Analytical noise treatment for low-dose CT projection data by penalized weighted least-squares smoothing in the K-L domain
    • H. Lu, X. Li, I. T. Hsiao, and Z. Liang, "Analytical noise treatment for low-dose CT projection data by penalized weighted least-squares smoothing in the K-L domain," Proc. SPIE Med. Imag., vol. 4682, pp. 146-152, 2002.
    • (2002) Proc. SPIE Med. Imag , vol.4682 , pp. 146-152
    • Lu, H.1    Li, X.2    Hsiao, I.T.3    Liang, Z.4
  • 5
    • 8344272167 scopus 로고    scopus 로고
    • Nonlinear sinogram smoothing for low-dose X-ray CT
    • Oct
    • T. Li, X. Li, J. Wang, J. Wen, H. Lu, J. Hsieh, and Z. Liang, "Nonlinear sinogram smoothing for low-dose X-ray CT," IEEE Trans. Nucl. Sci., vol. 51, no. 5, pp. 2505-2513, Oct. 2004.
    • (2004) IEEE Trans. Nucl. Sci , vol.51 , Issue.5 , pp. 2505-2513
    • Li, T.1    Li, X.2    Wang, J.3    Wen, J.4    Lu, H.5    Hsieh, J.6    Liang, Z.7
  • 6
    • 11844305985 scopus 로고    scopus 로고
    • Reduction of noise-induced streak artifacts in X-ray computed tomography through Spline-based penalized-likelihood sinogram smoothing
    • Jan
    • P. J. La Rivière and D. M. Billmire, "Reduction of noise-induced streak artifacts in X-ray computed tomography through Spline-based penalized-likelihood sinogram smoothing," IEEE. Trans. Med. Imag., vol. 24, no. 1, pp. 105-111, Jan. 2005.
    • (2005) IEEE. Trans. Med. Imag , vol.24 , Issue.1 , pp. 105-111
    • La Rivière, P.J.1    Billmire, D.M.2
  • 7
    • 21144458117 scopus 로고    scopus 로고
    • Penalized-likelihood sinogram smoothing for low-dose CT
    • P. J. La Rivière, "Penalized-likelihood sinogram smoothing for low-dose CT," Med. Phys., vol. 32, pp. 1676-1683, 2005.
    • (2005) Med. Phys , vol.32 , pp. 1676-1683
    • La Rivière, P.J.1
  • 8
    • 0026222041 scopus 로고
    • Non-stationary filtering of transmission tomograms in high photon counting noise
    • Sep
    • K. Sauer and B. Liu, "Non-stationary filtering of transmission tomograms in high photon counting noise," IEEE Trans. Med. Imag., vol. 10, no. 3, pp. 445-452, Sep. 1991.
    • (1991) IEEE Trans. Med. Imag , vol.10 , Issue.3 , pp. 445-452
    • Sauer, K.1    Liu, B.2
  • 9
    • 0031794571 scopus 로고    scopus 로고
    • Adaptive streak artifact reduction in computed tomography resulting from excessive X-ray photon noise
    • J. Hsieh, "Adaptive streak artifact reduction in computed tomography resulting from excessive X-ray photon noise," Med. Phys., vol. 25, pp. 2139-2147, 1998.
    • (1998) Med. Phys , vol.25 , pp. 2139-2147
    • Hsieh, J.1
  • 10
    • 0034839479 scopus 로고    scopus 로고
    • Reduction of noise and image artifacts in computed tomography by nonlinear filtration of the projection images
    • K. Demirkaya, "Reduction of noise and image artifacts in computed tomography by nonlinear filtration of the projection images," Proc. SPIE Med. Imag., vol. 4322, pp. 917-923, 2001.
    • (2001) Proc. SPIE Med. Imag , vol.4322 , pp. 917-923
    • Demirkaya, K.1
  • 11
    • 2942517963 scopus 로고    scopus 로고
    • Image denoising based on multiscale singularity detection for cone beam CT breast imaging
    • Jun
    • J. Zhong, R. Ning, and D. Conover, "Image denoising based on multiscale singularity detection for cone beam CT breast imaging," IEEE Trans. Med. Imag., vol. 23, no. 6, pp. 696-703, Jun. 2004.
    • (2004) IEEE Trans. Med. Imag , vol.23 , Issue.6 , pp. 696-703
    • Zhong, J.1    Ning, R.2    Conover, D.3
  • 12
    • 0035052748 scopus 로고    scopus 로고
    • Generalized multi-dimensional adaptive filtering for conventional and spiral single-slice, multi-slice, and cone-beam CT
    • M. Kachelrieß, O. Watzke, and W. A. Kalender, "Generalized multi-dimensional adaptive filtering for conventional and spiral single-slice, multi-slice, and cone-beam CT," Med Phys., vol. 28, pp. 475-490, 2001.
    • (2001) Med Phys , vol.28 , pp. 475-490
    • Kachelrieß, M.1    Watzke, O.2    Kalender, W.A.3
  • 13
    • 0036032163 scopus 로고    scopus 로고
    • Noise/dose reduction and image improvements in screening virtual colonoscopy with tube currents of 20 mAs with nonlinear Gaussian filter chains
    • G. F. Rust, V. Aurich, and M. Reiser, "Noise/dose reduction and image improvements in screening virtual colonoscopy with tube currents of 20 mAs with nonlinear Gaussian filter chains," Proc. SPIE Med. Imag., vol. 4683, pp. 186-197, 2002.
    • (2002) Proc. SPIE Med. Imag , vol.4683 , pp. 186-197
    • Rust, G.F.1    Aurich, V.2    Reiser, M.3
  • 15
    • 0035554667 scopus 로고    scopus 로고
    • Noise properties of low-dose CT projections and noise treatment by scale transformations
    • Nov
    • H. Lu, I. Hsiao, X. Li, and Z. Liang, "Noise properties of low-dose CT projections and noise treatment by scale transformations," in Conf. Rec. IEEE NSS-MIC, Nov. 2001, vol. 3, pp. 1662-1666.
    • (2001) Conf. Rec. IEEE NSS-MIC , vol.3 , pp. 1662-1666
    • Lu, H.1    Hsiao, I.2    Li, X.3    Liang, Z.4
  • 16
    • 23844506912 scopus 로고    scopus 로고
    • Sinogram noise reduction for low-dose CT by statistics-based nonlinear filters
    • J. Wang, H. Lu, T. Li, and Z. Liang, "Sinogram noise reduction for low-dose CT by statistics-based nonlinear filters," Proc. SPIE Med. Imag., vol. 5747, pp. 2058-2066, 2005.
    • (2005) Proc. SPIE Med. Imag , vol.5747 , pp. 2058-2066
    • Wang, J.1    Lu, H.2    Li, T.3    Liang, Z.4
  • 17
    • 0027542459 scopus 로고
    • A local update strategy for iterative reconstruction form projections
    • Feb
    • K. Sauer and C. Bouman, "A local update strategy for iterative reconstruction form projections," IEEE Trans. Signal Process., vol. 41, no. 2, pp. 534-548, Feb. 1993.
    • (1993) IEEE Trans. Signal Process , vol.41 , Issue.2 , pp. 534-548
    • Sauer, K.1    Bouman, C.2
  • 18
    • 0023422273 scopus 로고
    • Noise and edge artifacts in maximum-likelihood reconstruction for emission tomography
    • D. Snyder, M. Miller, L. Thomas, and D. Politte, "Noise and edge artifacts in maximum-likelihood reconstruction for emission tomography," IEEE Trans. Med. Imag., vol. TM-6, pp. 228-238, 1987.
    • (1987) IEEE Trans. Med. Imag , vol.TM-6 , pp. 228-238
    • Snyder, D.1    Miller, M.2    Thomas, L.3    Politte, D.4
  • 20
    • 0028446166 scopus 로고
    • Penalized weighted least-squares image reconstruction for Positron emission tomography
    • Jun
    • J. A. Fessier, "Penalized weighted least-squares image reconstruction for Positron emission tomography," IEEE Trans. Med. Imag., vol. 13, no. 2, pp. 290-300, Jun. 1994.
    • (1994) IEEE Trans. Med. Imag , vol.13 , Issue.2 , pp. 290-300
    • Fessier, J.A.1
  • 21
    • 0034310513 scopus 로고    scopus 로고
    • Penalized weighted least-squares image reconstruction for dual energy X-ray computed tomography
    • Nov
    • P. Sukovic and N. H. Clinthorne, "Penalized weighted least-squares image reconstruction for dual energy X-ray computed tomography," IEEE Trans. Med. Imag., vol. 19, no. 11, pp. 1075-1081, Nov. 2000.
    • (2000) IEEE Trans. Med. Imag , vol.19 , Issue.11 , pp. 1075-1081
    • Sukovic, P.1    Clinthorne, N.H.2
  • 22
    • 0032587718 scopus 로고    scopus 로고
    • Fast spatio-temporal image reconstruction for dynamic PET
    • Nov
    • M. N. Wernick, E. J. Infusino, and M. Milošević, "Fast spatio-temporal image reconstruction for dynamic PET," IEEE Trans. Med. Imag., vol. 18, no. 3, pp. 185-195, Nov. 1999.
    • (1999) IEEE Trans. Med. Imag , vol.18 , Issue.3 , pp. 185-195
    • Wernick, M.N.1    Infusino, E.J.2    Milošević, M.3
  • 24
    • 84964842084 scopus 로고    scopus 로고
    • Spatial resolution characteristics of K-L domain adaptive Wiener filtering on SPECT sinogram Poisson noise
    • Salt Lake City, UT
    • H. Lu and Z. Liang, "Spatial resolution characteristics of K-L domain adaptive Wiener filtering on SPECT sinogram Poisson noise," in Int. Conf. Fully 3D Image Reconstruction Radiol. Nucl. Med., Salt Lake City, UT, 2005, pp. 242-245.
    • (2005) Int. Conf. Fully 3D Image Reconstruction Radiol. Nucl. Med , pp. 242-245
    • Lu, H.1    Liang, Z.2
  • 25
    • 0022470978 scopus 로고
    • ROC methodology in radiological imaging
    • C. E. Metz, "ROC methodology in radiological imaging," Invest. Radiol., vol. 21, pp. 720-733, 1986.
    • (1986) Invest. Radiol , vol.21 , pp. 720-733
    • Metz, C.E.1
  • 26
    • 0023502720 scopus 로고
    • Addition of a channel mechanism to the ideal-observer model
    • K. J. Myers and H. H. Barrett, "Addition of a channel mechanism to the ideal-observer model," J. Opt. Soc. Amer., vol. 4, pp. 447-457, 1987.
    • (1987) J. Opt. Soc. Amer , vol.4 , pp. 447-457
    • Myers, K.J.1    Barrett, H.H.2
  • 27
    • 24444461065 scopus 로고    scopus 로고
    • Comparison of human and channelized Hotelling observers in myocardial defect detection in SPECT
    • S. D. Wollenweber, B. M. W. Tsui, E. C. Frey, D. S. Lalush, and K. J. LaCroix, "Comparison of human and channelized Hotelling observers in myocardial defect detection in SPECT," J. Nucl. Med., vol. 39, p. 771A, 1998.
    • (1998) J. Nucl. Med , vol.39
    • Wollenweber, S.D.1    Tsui, B.M.W.2    Frey, E.C.3    Lalush, D.S.4    LaCroix, K.J.5
  • 28
    • 0032141943 scopus 로고    scopus 로고
    • Evaluation of myocardial defect detection between parallel-hole and fan beam SPECT using Hotelling trace
    • Aug
    • S. D. Wollenweber, D. S. Lalush, B. M. W. Tsui, and G. T. Gullberg, "Evaluation of myocardial defect detection between parallel-hole and fan beam SPECT using Hotelling trace," IEEE Trans. Nucl. Sci., vol. 45, no. 4, pp. 2205-2210, Aug. 1997.
    • (1997) IEEE Trans. Nucl. Sci , vol.45 , Issue.4 , pp. 2205-2210
    • Wollenweber, S.D.1    Lalush, D.S.2    Tsui, B.M.W.3    Gullberg, G.T.4
  • 29
    • 0036032091 scopus 로고    scopus 로고
    • Signal statistics of X-ray CT
    • B. R. Whiting, "Signal statistics of X-ray CT," Proc. SPIE Med. Imag., vol. 4682, pp. 53-60, 2002.
    • (2002) Proc. SPIE Med. Imag , vol.4682 , pp. 53-60
    • Whiting, B.R.1
  • 30
    • 33645292802 scopus 로고    scopus 로고
    • Three- dimensional statistical modeling for image quality improvements in multi-slice helical CT
    • presented at the, Salt Lake City, UT, Jul. 6-9
    • J.-B. Thibault, K. Sauer, C. Bouman, and J. Hsieh, "Three- dimensional statistical modeling for image quality improvements in multi-slice helical CT," presented at the Int. Conf. Fully 3D Reconstruction Radiol. Nucl. Med., Salt Lake City, UT, Jul. 6-9, 2005.
    • (2005) Int. Conf. Fully 3D Reconstruction Radiol. Nucl. Med
    • Thibault, J.-B.1    Sauer, K.2    Bouman, C.3    Hsieh, J.4
  • 31
    • 33746333285 scopus 로고    scopus 로고
    • Noise reduction for low-dose single-slice helical CT sinograms
    • Jun
    • J. Wang, T. Li, H. Lu, and Z. Liang, "Noise reduction for low-dose single-slice helical CT sinograms," IEEE Trans. Nucl. Sci., vol. 53, no. 3, pp. 1230-1237, Jun. 2006.
    • (2006) IEEE Trans. Nucl. Sci , vol.53 , Issue.3 , pp. 1230-1237
    • Wang, J.1    Li, T.2    Lu, H.3    Liang, Z.4
  • 33
    • 0003471831 scopus 로고
    • San Francisco, CA: W.H. Freeman, Online, Available
    • A. L. Edwards, An Introduction to Linear Regression and Correlation. San Francisco, CA: W.H. Freeman, 1976, pp. 33-46 [Online]. Available: http://www.mathworld.wolfram.com/correlationCoefficient.html
    • (1976) An Introduction to Linear Regression and Correlation , pp. 33-46
    • Edwards, A.L.1


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