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Volumn 60, Issue 7, 2015, Pages 2881-2901

Task-based image quality evaluation of iterative reconstruction methods for low dose CT using computer simulations

Author keywords

area under the curve (AUC); channelized Hotelling observer; iterative reconstruction (IR); radiation dose reduction; receiver operating characteristic (ROC); task based image quality evaluation; x ray CT

Indexed keywords

BIOMEDICAL SIGNAL PROCESSING; IMAGE PROCESSING; IMAGE QUALITY; IMAGE RECONSTRUCTION; ITERATIVE METHODS; QUALITY CONTROL; SIGNAL DETECTION;

EID: 84925653723     PISSN: 00319155     EISSN: 13616560     Source Type: Journal    
DOI: 10.1088/0031-9155/60/7/2881     Document Type: Article
Times cited : (14)

References (65)
  • 1
    • 84876892984 scopus 로고    scopus 로고
    • How to demonstrate similarity by using noninferiority, equivalence statistical testing in radiology research
    • Ahn S, Park S H and Lee K H 2013 How to demonstrate similarity by using noninferiority, equivalence statistical testing in radiology research Radiology 267 328-38
    • (2013) Radiology , vol.267 , pp. 328-338
    • Ahn, S.1    Park, S.H.2    Lee, K.H.3
  • 2
    • 84863693251 scopus 로고    scopus 로고
    • Contrast-to-noise ratio, low-contrast object resolution on full-and low-dose MDCT: SAFIRE versus filtered back projection in a low-contrast object phantom, in the liver
    • Baker M E, Dong F, Primak A, Obuchowski N A, Einstein D, Gandhi N, Herts B R, Purysko A, Remer E and Vachani N 2012 Contrast-to-noise ratio, low-contrast object resolution on full-and low-dose MDCT: SAFIRE versus filtered back projection in a low-contrast object phantom, in the liver Am. J. Roentgenol. 199 8-18
    • (2012) Am. J. Roentgenol. , vol.199 , pp. 8-18
    • Baker, M.E.1    Dong, F.2    Primak, A.3    Obuchowski, N.A.4    Einstein, D.5    Gandhi, N.6    Herts, B.R.7    Purysko, A.8    Remer, E.9    Vachani, N.10
  • 3
    • 0029299915 scopus 로고
    • Objective assessment of image quality. II. Fisher information, Fourier crosstalk and figures of merit for task performance
    • Barrett H H, Denny J, Wagner R F and Myers K J 1995 Objective assessment of image quality. II. Fisher information, Fourier crosstalk and figures of merit for task performance J. Opt. Soc. Am. A 12 834-52
    • (1995) J. Opt. Soc. Am. , vol.12 , pp. 834-852
    • Barrett, H.H.1    Denny, J.2    Wagner, R.F.3    Myers, K.J.4
  • 6
    • 84858293727 scopus 로고    scopus 로고
    • Iterative reconstruction methods in x-ray CT
    • Beister M, Kolditz D and Kalender W A 2012 Iterative reconstruction methods in x-ray CT Phys. Med. 28 94-108
    • (2012) Phys. Med. , vol.28 , pp. 94-108
    • Beister, M.1    Kolditz, D.2    Kalender, W.A.3
  • 7
    • 84896079501 scopus 로고    scopus 로고
    • Optimisation of an MDCT abdominal protocol: Image quality assessment of standard versus iterative reconstructions
    • Berta L, Mascaro L, Feroldi P and Maroldi R 2013 Optimisation of an MDCT abdominal protocol: image quality assessment of standard versus iterative reconstructions Phys. Med. 30 271-9
    • (2013) Phys. Med. , vol.30 , pp. 271-279
    • Berta, L.1    Mascaro, L.2    Feroldi, P.3    Maroldi, R.4
  • 8
    • 36549007486 scopus 로고    scopus 로고
    • Computed tomography: An increasing source of radiation exposure
    • Brenner D J and Hall E J 2007 Computed tomography: an increasing source of radiation exposure New Engl. J. Med. 357 2277-84
    • (2007) New Engl. J. Med. , vol.357 , pp. 2277-2284
    • Brenner, D.J.1    Hall, E.J.2
  • 9
    • 34347392698 scopus 로고    scopus 로고
    • Automatic exposure control in multichannel CT with tube current modulation to achieve a constant level of image noise: Experimental assessment on pediatric phantoms
    • Brisse H J, Madec L, Gaboriaud G, Lemoine T, Savignoni A, Neuenschwander S, Aubert B and Rosenwald J C 2007 Automatic exposure control in multichannel CT with tube current modulation to achieve a constant level of image noise: experimental assessment on pediatric phantoms Med. Phys. 34 3018-33
    • (2007) Med. Phys. , vol.34 , pp. 3018-3033
    • Brisse, H.J.1    Madec, L.2    Gaboriaud, G.3    Lemoine, T.4    Savignoni, A.5    Neuenschwander, S.6    Aubert, B.7    Rosenwald, J.C.8
  • 12
    • 84860357520 scopus 로고    scopus 로고
    • CT performance as a variable function of resolution, noise and task property for iterative reconstructions
    • Chen B, Richard S, Christianson O, Zhou X and Samei E 2012 CT performance as a variable function of resolution, noise and task property for iterative reconstructions Prog. Biomed. Opt. Imag. 8313 83131K
    • (2012) Prog. Biomed. Opt. Imag. , vol.8313
    • Chen, B.1    Richard, S.2    Christianson, O.3    Zhou, X.4    Samei, E.5
  • 13
    • 84873027418 scopus 로고    scopus 로고
    • We-a-301-10: How much CT radiation dose can model based iterative reconstruction (Veo) save?: A physical evaluation of the image quality using standard phantoms
    • Cohen A, Yadava G, Sainath P, Fan J, Madhav P, Budde A and Hsieh J 2011 We-a-301-10: How much CT radiation dose can model based iterative reconstruction (Veo) save?: a physical evaluation of the image quality using standard phantoms Med. Phys. 38 3798
    • (2011) Med. Phys. , vol.38 , pp. 3798
    • Cohen, A.1    Yadava, G.2    Sainath, P.3    Fan, J.4    Madhav, P.5    Budde, A.6    Hsieh, J.7
  • 15
    • 84871698536 scopus 로고    scopus 로고
    • Filtered back projection, adaptive statistical iterative reconstruction and a model-based iterative reconstruction in abdominal CT: An experimental clinical study
    • Deák Z, Grimm J M, Treitl M, Geyer L L, Linsenmaier U, Körner M, Reiser M F and Wirth S 2013 Filtered back projection, adaptive statistical iterative reconstruction and a model-based iterative reconstruction in abdominal CT: an experimental clinical study Radiology 266 197-206
    • (2013) Radiology , vol.266 , pp. 197-206
    • Deák, Z.1    Grimm, J.M.2    Treitl, M.3    Geyer, L.L.4    Linsenmaier, U.5    Körner, M.6    Reiser, M.F.7    Wirth, S.8
  • 16
    • 0023710206 scopus 로고
    • Comparing the areas under two or more correlated receiver operating characteristic curves: A nonparametric approach
    • DeLong E R, DeLong D M and Clarke-Pearson D L 1988 Comparing the areas under two or more correlated receiver operating characteristic curves: a nonparametric approach Biometrics 44 837-45
    • (1988) Biometrics , vol.44 , pp. 837-845
    • Delong, E.R.1    Delong, D.M.2    Clarke-Pearson, D.L.3
  • 17
    • 0036462553 scopus 로고    scopus 로고
    • Statistical image reconstruction for polyenergetic x-ray computed tomography
    • Elbakri I A and Fessler J A 2002 Statistical image reconstruction for polyenergetic x-ray computed tomography IEEE Trans. Med. Imaging 21 89-99
    • (2002) IEEE Trans. Med. Imaging , vol.21 , pp. 89-99
    • Elbakri, I.A.1    Fessler, J.A.2
  • 18
    • 79952792137 scopus 로고    scopus 로고
    • Improvement in lesion detection with whole-body oncologic time-of-flight PET
    • Fakhri G E, Surti S, Trott C M, Scheuermann J and Karp J S 2011 Improvement in lesion detection with whole-body oncologic time-of-flight PET J. Nucl. Med. 52 347-53
    • (2011) J. Nucl. Med. , vol.52 , pp. 347-353
    • Fakhri, G.E.1    Surti, S.2    Trott, C.M.3    Scheuermann, J.4    Karp, J.S.5
  • 19
    • 84925585368 scopus 로고    scopus 로고
    • Food and Drug Administration 2013 FDA approval letter demonstrating use of a -0.05 non-inferiority margin www.fda.gov/MedicalDevices/ProductsandMedicalProcedures/DeviceApprovalsandClearances/Recently-ApprovedDevices/ucm353734.htm. Last updated 23 May 2013. Accessed: 2014-08-26
    • (2013) FDA Approval Letter Demonstrating Use of A -0.05 Non-inferiority Margin
  • 20
    • 34547092677 scopus 로고    scopus 로고
    • Penalized maximum-likelihood sinogram restoration for dual focal spot computed tomography
    • Forthmann P, Kohler T, Begemann P G C and Defrise M 2007 Penalized maximum-likelihood sinogram restoration for dual focal spot computed tomography Phys. Med. Biol. 52 4513
    • (2007) Phys. Med. Biol. , vol.52 , Issue.15 , pp. 4513
    • Forthmann, P.1    Kohler, T.2    Begemann, P.G.C.3    Defrise, M.4
  • 21
    • 0036770471 scopus 로고    scopus 로고
    • Application of task-based measures of image quality to optimization, evaluation of 3D reconstruction-based compensation methods in myocardial perfusion SPECT
    • Frey E, Gilland K and Tsui B 2002 Application of task-based measures of image quality to optimization, evaluation of 3D reconstruction-based compensation methods in myocardial perfusion SPECT IEEE Trans. Med. Imaging 21 1040-50
    • (2002) IEEE Trans. Med. Imaging , vol.21 , pp. 1040-1050
    • Frey, E.1    Gilland, K.2    Tsui, B.3
  • 25
    • 0033334619 scopus 로고    scopus 로고
    • A comparison of human observer LROC, numerical observer ROC for tumor detection in SPECT images
    • Gifford H, Wells R and King M 1999 A comparison of human observer LROC, numerical observer ROC for tumor detection in SPECT images IEEE Trans. Nucl. Sci. 46 1032-7
    • (1999) IEEE Trans. Nucl. Sci. , vol.46 , pp. 1032-1037
    • Gifford, H.1    Wells, R.2    King, M.3
  • 26
    • 33746373134 scopus 로고    scopus 로고
    • Comparison of channelized Hotelling, human observers in determining optimum OS-EM reconstruction parameters for myocardial SPECT
    • Gilland K, Tsui B M W, Qi Y and Gullberg G 2006 Comparison of channelized Hotelling, human observers in determining optimum OS-EM reconstruction parameters for myocardial SPECT IEEE Trans. Nucl. Sci. 53 1200-4
    • (2006) IEEE Trans. Nucl. Sci. , vol.53 , pp. 1200-1204
    • Gilland, K.1    Tsui, B.M.W.2    Qi, Y.3    Gullberg, G.4
  • 27
    • 84903737491 scopus 로고    scopus 로고
    • Effect of reduced radiation exposure, iterative reconstruction on detection of low-contrast low-attenuation lesions in an anthropomorphic liver phantom: An 18-reader study
    • Goenka A H, Herts B R, Obuchowski N A, Primak A N, Dong F, Karim W and Baker M E 2014 Effect of reduced radiation exposure, iterative reconstruction on detection of low-contrast low-attenuation lesions in an anthropomorphic liver phantom: an 18-reader study Radiology 272 154-63
    • (2014) Radiology , vol.272 , pp. 154-163
    • Goenka, A.H.1    Herts, B.R.2    Obuchowski, N.A.3    Primak, A.N.4    Dong, F.5    Karim, W.6    Baker, M.E.7
  • 29
    • 84861502180 scopus 로고    scopus 로고
    • Radiation dose reduction with sinogram affirmed iterative reconstruction technique for abdominal computed tomography
    • Kalra M K et al 2012 Radiation dose reduction with sinogram affirmed iterative reconstruction technique for abdominal computed tomography J. Comput. Assist. Tomogr. 36 339-46
    • (2012) J. Comput. Assist. Tomogr. , vol.36 , pp. 339-346
    • Kalra, M.K.1
  • 30
    • 0033334619 scopus 로고    scopus 로고
    • A comparison of human observer LROC, numerical observer ROC for tumor detection in SPECT images
    • Kim J S, Kinahan P, Lartizien C, Comtat C and Lewellen T 1999 A comparison of human observer LROC, numerical observer ROC for tumor detection in SPECT images IEEE Trans. Nucl. Sci. 46 1032
    • (1999) IEEE Trans. Nucl. Sci. , vol.46 , pp. 1032
    • Kim, J.S.1    Kinahan, P.2    Lartizien, C.3    Comtat, C.4    Lewellen, T.5
  • 31
    • 35148842984 scopus 로고    scopus 로고
    • Evaluation of the channelized Hotelling observer for signal detection in 2D tomographic imaging
    • LaRoque S J, Sidky E Y, Edwards D C and Pan X 2007 Evaluation of the channelized Hotelling observer for signal detection in 2D tomographic imaging SPIE Int. Soc. Opt. Eng. 6515 651514
    • (2007) SPIE Int. Soc. Opt. Eng. , vol.6515
    • Laroque, S.J.1    Sidky, E.Y.2    Edwards, D.C.3    Pan, X.4
  • 32
    • 84881623926 scopus 로고    scopus 로고
    • Correlation between model observer, human observer performance in CT imaging when lesion location is uncertain
    • Leng S, Yu L, Zhang Y, Carter R, Toledano A Y and McCollough C H 2013 Correlation between model observer, human observer performance in CT imaging when lesion location is uncertain Med. Phys. 40 081908
    • (2013) Med. Phys. , vol.40
    • Leng, S.1    Yu, L.2    Zhang, Y.3    Carter, R.4    Toledano, A.Y.5    McCollough, C.H.6
  • 34
    • 0032525017 scopus 로고    scopus 로고
    • Maximum likelihood estimation of receiver operating characteristic (ROC) curves from continuously-distributed data
    • Metz C E, Herman B A and Shen J-H 1998 Maximum likelihood estimation of receiver operating characteristic (ROC) curves from continuously-distributed data Stat. Med. 17 1033-53
    • (1998) Stat. Med. , vol.17 , pp. 1033-1053
    • Metz, C.E.1    Herman, B.A.2    Shen, J.-H.3
  • 35
    • 0002822137 scopus 로고    scopus 로고
    • Proper binormal ROC curves: Theory, maximum-likelihood estimation
    • Metz C E and Pan X 1999 Proper binormal ROC curves: theory, maximum-likelihood estimation J. Math. Psychol. 43 1-33
    • (1999) J. Math. Psychol. , vol.43 , pp. 1-33
    • Metz, C.E.1    Pan, X.2
  • 36
    • 84871759658 scopus 로고    scopus 로고
    • Iterative reconstruction methods in two different MDCT scanners: Physical metrics, 4-alternative forced-choice detectability experiments: A phantom approach
    • Miéville F A, Gudinchet F, Brunelle F, Bochud F O and Verdun F R 2013 Iterative reconstruction methods in two different MDCT scanners: physical metrics, 4-alternative forced-choice detectability experiments: a phantom approach Phys. Med. 29 99-110
    • (2013) Phys. Med. , vol.29 , pp. 99-110
    • Miéville, F.A.1    Gudinchet, F.2    Brunelle, F.3    Bochud, F.O.4    Verdun, F.R.5
  • 38
    • 0023502720 scopus 로고
    • Addition of a channel mechanism to the ideal-observer model
    • Myers K J and Barrett H H 1987 Addition of a channel mechanism to the ideal-observer model J. Opt. Soc. Am. A 4 2447-57
    • (1987) J. Opt. Soc. Am. , vol.4 , pp. 2447-2457
    • Myers, K.J.1    Barrett, H.H.2
  • 39
    • 34548421567 scopus 로고    scopus 로고
    • A comparative study of thoracic radiation doses from 64-slice cardiac CT
    • Nickoloff E L and Alderson P O 2007 A comparative study of thoracic radiation doses from 64-slice cardiac CT Br. J. Radiol. 80 537-44
    • (2007) Br. J. Radiol. , vol.80 , pp. 537-544
    • Nickoloff, E.L.1    Alderson, P.O.2
  • 41
    • 84878841290 scopus 로고    scopus 로고
    • Modelling the physics in the iterative reconstruction for transmission computed tomography
    • Nuyts J, Man B D, Fessler J A, Zbijewski W and Beekman F J 2013 Modelling the physics in the iterative reconstruction for transmission computed tomography Phys. Med. Biol. 58 R63-96
    • (2013) Phys. Med. Biol. , vol.58 , Issue.12 , pp. 63-R96
    • Nuyts, J.1    Man, B.D.2    Fessler, J.A.3    Zbijewski, W.4    Beekman, F.J.5
  • 42
    • 33847771633 scopus 로고    scopus 로고
    • Alternating minimization algorithms for transmission tomography
    • O'Sullivan J and Benac J 2007 Alternating minimization algorithms for transmission tomography IEEE Trans. Med. Imaging 26 283-97
    • (2007) IEEE Trans. Med. Imaging , vol.26 , pp. 283-297
    • O'Sullivan, J.1    Benac, J.2
  • 43
    • 84870903463 scopus 로고    scopus 로고
    • Abdominal CT with model-based iterative reconstruction (MBIR): Initial results of a prospective trial comparing ultralow-dose with standard-dose imaging
    • Pickhardt P J, Lubner M G, Kim D H, Tang J, Ruma J A, del Rio A M and Chen G-H 2012 Abdominal CT with model-based iterative reconstruction (MBIR): initial results of a prospective trial comparing ultralow-dose with standard-dose imaging Am. J. Roentgenol. 199 1266-74
    • (2012) Am. J. Roentgenol. , vol.199 , pp. 1266-1274
    • Pickhardt, P.J.1    Lubner, M.G.2    Kim, D.H.3    Tang, J.4    Ruma, J.A.5    Del Rio, A.M.6    Chen, G.-H.7
  • 45
    • 84874765300 scopus 로고    scopus 로고
    • Comparison of human, Hotelling observer performance for a fan-beam CT signal detection task
    • Sanchez A A, Sidky E Y, Reiser I and Pan X 2013 Comparison of human, Hotelling observer performance for a fan-beam CT signal detection task Med. Phys. 40 031104
    • (2013) Med. Phys. , vol.40
    • Sanchez, A.A.1    Sidky, E.Y.2    Reiser, I.3    Pan, X.4
  • 47
    • 84867302075 scopus 로고    scopus 로고
    • Quantitative comparison of noise texture across CT scanners from different manufacturers
    • Solomon J B, Christianson O and Samei E 2012 Quantitative comparison of noise texture across CT scanners from different manufacturers Med. Phys. 39 6048
    • (2012) Med. Phys. , vol.39 , pp. 6048
    • Solomon, J.B.1    Christianson, O.2    Samei, E.3
  • 49
    • 3042821092 scopus 로고    scopus 로고
    • Weighted FBP: A simple approximate 3D FBP algorithm for multislice spiral CT with good dose usage for arbitrary pitch
    • Stierstorfer K, Rauscher A, Boese J, Bruder H, Schaller S and Flohr T 2004 Weighted FBP: a simple approximate 3D FBP algorithm for multislice spiral CT with good dose usage for arbitrary pitch Phys. Med. Biol. 49 2209
    • (2004) Phys. Med. Biol. , vol.49 , Issue.11 , pp. 2209
    • Stierstorfer, K.1    Rauscher, A.2    Boese, J.3    Bruder, H.4    Schaller, S.5    Flohr, T.6
  • 50
    • 50449098182 scopus 로고    scopus 로고
    • Regularized iterative weighted filtered backprojection for helical cone-beam CT
    • Sunnegardh J and Danielsson P-E 2008 Regularized iterative weighted filtered backprojection for helical cone-beam CT Med. Phys. 35 4173-85
    • (2008) Med. Phys. , vol.35 , pp. 4173-4185
    • Sunnegardh, J.1    Danielsson, P.-E.2
  • 52
    • 84891548259 scopus 로고    scopus 로고
    • Vision 20/20: Single photon counting x-ray detectors in medical imaging
    • Taguchi K and Iwanczyk J S 2013 Vision 20/20: single photon counting x-ray detectors in medical imaging Med. Phys. 40 100901
    • (2013) Med. Phys. , vol.40
    • Taguchi, K.1    Iwanczyk, J.S.2
  • 53
    • 35649025312 scopus 로고    scopus 로고
    • A three-dimensional statistical approach to improved image quality for multislice helical CT
    • Thibault J-B, Sauer K D, Bouman C A and Hsieh J 2007 A three-dimensional statistical approach to improved image quality for multislice helical CT Med. Phys. 34 4526-44
    • (2007) Med. Phys. , vol.34 , pp. 4526-4544
    • Thibault, J.-B.1    Sauer, K.D.2    Bouman, C.A.3    Hsieh, J.4
  • 56
    • 84873932910 scopus 로고    scopus 로고
    • Influence of sinogram affirmed iterative reconstruction of CT data on image noise characteristics, low-contrast detectability: An objective approach
    • von Falck C, Bratanova V, Rodt T, Meyer B, Waldeck S, Wacker F and Shin H-O 2013 Influence of sinogram affirmed iterative reconstruction of CT data on image noise characteristics, low-contrast detectability: an objective approach PLoS One 8 e56875
    • (2013) PLoS One , vol.8
    • Von Falck, C.1    Bratanova, V.2    Rodt, T.3    Meyer, B.4    Waldeck, S.5    Wacker, F.6    Shin, H.-O.7
  • 58
    • 0033345495 scopus 로고    scopus 로고
    • Comparison of Hotelling observer models, human observers in defect detection from myocardial SPECT imaging
    • Wollenweber S, Tsui B, Lalush D, Frey E, LaCroix K and Gullberg G 1999 Comparison of Hotelling observer models, human observers in defect detection from myocardial SPECT imaging IEEE Trans. Nucl. Sci. 46 2098-103
    • (1999) IEEE Trans. Nucl. Sci. , vol.46 , pp. 2098-2103
    • Wollenweber, S.1    Tsui, B.2    Lalush, D.3    Frey, E.4    Lacroix, K.5    Gullberg, G.6
  • 59
    • 42649084336 scopus 로고    scopus 로고
    • Image covariance, lesion detectability in direct fan-beam x-ray computed tomography
    • Wunderlich A and Noo F 2008 Image covariance, lesion detectability in direct fan-beam x-ray computed tomography Phys. Med. Biol. 53 2471
    • (2008) Phys. Med. Biol. , vol.53 , Issue.10 , pp. 2471
    • Wunderlich, A.1    Noo, F.2
  • 60
    • 79960905704 scopus 로고    scopus 로고
    • Confidence intervals for performance assessment of linear observers
    • Wunderlich A and Noo F 2011 Confidence intervals for performance assessment of linear observers Med. Phys. 38 S57-S68
    • (2011) Med. Phys. , vol.38 , pp. 57-S68
    • Wunderlich, A.1    Noo, F.2
  • 62
    • 84892387025 scopus 로고    scopus 로고
    • Quantifying the importance of the statistical assumption in statistical x-ray CT image reconstruction
    • Xu J and Tsui B 2014 Quantifying the importance of the statistical assumption in statistical x-ray CT image reconstruction IEEE Trans. Med. Imaging 33 61-73
    • (2014) IEEE Trans. Med. Imaging , vol.33 , pp. 61-73
    • Xu, J.1    Tsui, B.2
  • 63
    • 84896354249 scopus 로고    scopus 로고
    • Regularization design in penalized maximum-likelihood image reconstruction for lesion detection in 3D PET
    • Yang L, Zhou J, Ferrero A, Badawi R D and Qi J 2014 Regularization design in penalized maximum-likelihood image reconstruction for lesion detection in 3D PET Phys. Med. Biol. 59 403
    • (2014) Phys. Med. Biol. , vol.59 , Issue.2 , pp. 403
    • Yang, L.1    Zhou, J.2    Ferrero, A.3    Badawi, R.D.4    Qi, J.5
  • 64
    • 84876160428 scopus 로고    scopus 로고
    • Prediction of human observer performance in a 2-alternative forced choice low-contrast detection task using channelized Hotelling observer: Impact of radiation dose reconstruction algorithms
    • Yu L, Leng S, Chen L, Kofler J M, Carter R E and McCollough C H 2013 Prediction of human observer performance in a 2-alternative forced choice low-contrast detection task using channelized Hotelling observer: impact of radiation dose reconstruction algorithms Med. Phys. 40 041908
    • (2013) Med. Phys. , vol.40
    • Yu, L.1    Leng, S.2    Chen, L.3    Kofler, J.M.4    Carter, R.E.5    McCollough, C.H.6
  • 65
    • 34547415658 scopus 로고    scopus 로고
    • Evaluation of internal noise methods for Hotelling observer models
    • Zhang Y, Pham B T and Eckstein M P 2007 Evaluation of internal noise methods for Hotelling observer models Med. Phys. 34 3312-22
    • (2007) Med. Phys. , vol.34 , pp. 3312-3322
    • Zhang, Y.1    Pham, B.T.2    Eckstein, M.P.3


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