메뉴 건너뛰기




Volumn 23, Issue 7, 2004, Pages 903-921

Simultaneous truth and performance level estimation (STAPLE): An algorithm for the validation of image segmentation

Author keywords

Accuracy; Classifier fusion; Expectation maximization; Gold standard; Ground truth; Markov random field; Precision; Segmentation; Sensitivity; Specificity; STAPLE; Validation

Indexed keywords

ACCURACY; CLASSIFIER FUSION; EXPECTATION-MAXIMIZATION; GOLD STANDARD; GROUND TRUTH; SEGMENTATION PROTOCOL; VALIDATION;

EID: 1942438249     PISSN: 02780062     EISSN: None     Source Type: Journal    
DOI: 10.1109/TMI.2004.828354     Document Type: Article
Times cited : (1721)

References (62)
  • 2
    • 0033623981 scopus 로고    scopus 로고
    • Parametric estimate of intensity inhomogeneities applied to MRI
    • Mar.
    • M. Styner, C. Brechbühler, G. Székely, and G. Gerig, "Parametric estimate of intensity inhomogeneities applied to MRI." IEEE Trans. Med. Imag., vol. 19, no. 3, pp. 153-165, Mar. 2000.
    • (2000) IEEE Trans. Med. Imag. , vol.19 , Issue.3 , pp. 153-165
    • Styner, M.1    Brechbühler, C.2    Székely, G.3    Gerig, G.4
  • 7
    • 0034122886 scopus 로고    scopus 로고
    • An image processing strategy for the quantification and visualization of exercise induced muscle MRI signal enhancement
    • May
    • S. K. Warfield, R. V. Mulkern, C. S. Winalski, F. A. Jolesz, and R. Kikinis, "An image processing strategy for the quantification and visualization of exercise induced muscle MRI signal enhancement," J. Magn. Reson. Imag., vol. 11. no. 5, pp. 525-531, May 2000.
    • (2000) J. Magn. Reson. Imag. , vol.11 , Issue.5 , pp. 525-531
    • Warfield, S.K.1    Mulkern, R.V.2    Winalski, C.S.3    Jolesz, F.A.4    Kikinis, R.5
  • 8
    • 0038675123 scopus 로고    scopus 로고
    • Applying the right statistics: Analyses of measurement studies
    • J. M. Bland and D. G. Altman, "Applying the right statistics: Analyses of measurement studies," Ultrasound Obstet. Gynecol., vol. 22, pp. 85-93, 2003.
    • (2003) Ultrasound Obstet. Gynecol. , vol.22 , pp. 85-93
    • Bland, J.M.1    Altman, D.G.2
  • 9
    • 0024563224 scopus 로고
    • Surface of the brain: Three-dimensional MR images created with volume rendering
    • D. N. Levin, X. Hu, K. K. Tan, and S. Galhotra, "Surface of the brain: Three-dimensional MR images created with volume rendering." Radiology, vol. 171, pp. 277-280, 1989.
    • (1989) Radiology , vol.171 , pp. 277-280
    • Levin, D.N.1    Hu, X.2    Tan, K.K.3    Galhotra, S.4
  • 10
    • 84937555616 scopus 로고    scopus 로고
    • Evaluating image segmentation algorithms using the pareto front
    • Berlin, Germany: Springer-Verlag, ECCV
    • M. Everingham, H. Muller, and B. Thomas, "Evaluating image segmentation algorithms using the pareto front," in Lecture Notes in Computer Science. Berlin, Germany: Springer-Verlag, 2002, vol. 2353, ECCV, pp. 34-48.
    • (2002) Lecture Notes in Computer Science , vol.2353 , pp. 34-48
    • Everingham, M.1    Muller, H.2    Thomas, B.3
  • 11
    • 0000250265 scopus 로고
    • Measures of the amount of ecologie association between species
    • L. R. Dice, "Measures of the amount of ecologie association between species," Ecology, vol. 26, no. 3, pp. 297-302, 1945.
    • (1945) Ecology , vol.26 , Issue.3 , pp. 297-302
    • Dice, L.R.1
  • 12
    • 84980090975 scopus 로고
    • The distribution of flora in the alpine zone
    • P. Jaccard, "The distribution of flora in the alpine zone," New Phytologist, vol. 11, pp. 37-50, 1912.
    • (1912) New Phytologist , vol.11 , pp. 37-50
    • Jaccard, P.1
  • 13
    • 0033916822 scopus 로고    scopus 로고
    • Mesial temporal sclerosis and temporal lobe epilepsy: MR imaging deformation-based segmentatino of the hippocampus in five patients
    • R. E. Hogan, K. E. Mark, L. Wang, S. Joshi, M. I. Miller, and R. D. Bucholz, "Mesial temporal sclerosis and temporal lobe epilepsy: MR imaging deformation-based segmentatino of the hippocampus in five patients," Radiology, vol. 216, pp. 291-297, 2000.
    • (2000) Radiology , vol.216 , pp. 291-297
    • Hogan, R.E.1    Mark, K.E.2    Wang, L.3    Joshi, S.4    Miller, M.I.5    Bucholz, R.D.6
  • 15
    • 1942520366 scopus 로고    scopus 로고
    • Three validation metrics for automated probabilistic image segmentation in brain tumors
    • K. H. Zou, W. M. Wells, R. Kikinis, and S. K. Warfield, "Three validation metrics for automated probabilistic image segmentation in brain tumors," Statist. Med., vol. 23. pp. 1259-1282, 2003.
    • (2003) Statist. Med. , vol.23 , pp. 1259-1282
    • Zou, K.H.1    Wells, W.M.2    Kikinis, R.3    Warfield, S.K.4
  • 17
    • 0028724624 scopus 로고
    • Morphometric analysis of white matter lesions in MR images: Method and validation
    • Dec.
    • A. P. Zijdenbos, B. M. Dawant, R. A. Margolin, and A. C. Palmer, "Morphometric analysis of white matter lesions in MR images: Method and validation," IEEE Trans. Med. Imag., vol. 13, pp. 716-724, Dec. 1994.
    • (1994) IEEE Trans. Med. Imag. , vol.13 , pp. 716-724
    • Zijdenbos, A.P.1    Dawant, B.M.2    Margolin, R.A.3    Palmer, A.C.4
  • 20
    • 0033461670 scopus 로고    scopus 로고
    • Reliability parameters to improve combination strategies in multi-expert systems
    • L. P. Cordella, P. Foggia, C. Sansone, F. Tortorella, and M. Vento, "Reliability parameters to improve combination strategies in multi-expert systems," Pattern Anal. Applicat., vol. 2, pp. 205-214, 1999.
    • (1999) Pattern Anal. Applicat. , vol.2 , pp. 205-214
    • Cordella, L.P.1    Foggia, P.2    Sansone, C.3    Tortorella, F.4    Vento, M.5
  • 23
    • 0037343121 scopus 로고    scopus 로고
    • A morphologically optimal strategy for classifier combination: Multiple expert fusion as a tomographic process
    • Mar.
    • D. Windridge and J. Kittler, "A morphologically optimal strategy for classifier combination: Multiple expert fusion as a tomographic process," IEEE Trans. Pattern Anal. Machine Intell., vol. 25, pp. 343-353, Mar. 2003.
    • (2003) IEEE Trans. Pattern Anal. Machine Intell. , vol.25 , pp. 343-353
    • Windridge, D.1    Kittler, J.2
  • 25
    • 0004082991 scopus 로고
    • Hierarchical mixtures of experts and the EM algorithm
    • M. I. Jordan and R. A. Jacobs, "Hierarchical Mixtures of Experts and the EM Algorithm,", Tech. Rep. AIM-1440, 1993.
    • (1993) Tech. Rep. , vol.AIM-1440
    • Jordan, M.I.1    Jacobs, R.A.2
  • 27
    • 0028795817 scopus 로고
    • Meta-analytic methods for diagnostic test accuracy
    • L. Irwig, P. Macaskill, P. Glasziou, and M. Fahey, "Meta-analytic methods for diagnostic test accuracy," J. Clin. Epidemiol., vol. 48. no. 1, pp. 119-130, 1995.
    • (1995) J. Clin. Epidemiol. , vol.48 , Issue.1 , pp. 119-130
    • Irwig, L.1    Macaskill, P.2    Glasziou, P.3    Fahey, M.4
  • 28
    • 0033557255 scopus 로고    scopus 로고
    • Tutorial in biostatistics meta-analysis: Formulating, evaluating, combining, and reporting
    • S.-L. Normand, "Tutorial in biostatistics meta-analysis: Formulating, evaluating, combining, and reporting," Statist. Med., vol. 18, pp. 321-359, 1999.
    • (1999) Statist. Med. , vol.18 , pp. 321-359
    • Normand, S.-L.1
  • 29
    • 0033619696 scopus 로고    scopus 로고
    • Using a combination of reference tests to assess the accuracy of a new diagnostic test
    • T. A. Alonzo and M. S. Pepe, "Using a combination of reference tests to assess the accuracy of a new diagnostic test," Statist. Med., vol. 18, pp. 2987-3003, 1999.
    • (1999) Statist. Med. , vol.18 , pp. 2987-3003
    • Alonzo, T.A.1    Pepe, M.S.2
  • 30
    • 0033751907 scopus 로고    scopus 로고
    • On the problem of ROC analysis without truth: The EM algorithm and the information matrix
    • S. V. B. SV, G. Campbell, K. L. Meier, and R. F. Wagner, "On the problem of ROC analysis without truth: The EM algorithm and the information matrix," Proc. SPIE, vol. 3981, pp. 126-134, 2000.
    • (2000) Proc. SPIE , vol.3981 , pp. 126-134
    • Sv, S.V.B.1    Campbell, G.2    Meier, K.L.3    Wagner, R.F.4
  • 31
    • 0002629270 scopus 로고
    • Maximum-likelihood from incomplete data via the EM algorithm
    • A. Dempster, N. Laird, and D. Rubin, "Maximum-likelihood from incomplete data via the EM algorithm," J. Roy. Statist. Soc. Ser. B., vol. 39, pp. 34-37, 1977.
    • (1977) J. Roy. Statist. Soc. Ser. B. , vol.39 , pp. 34-37
    • Dempster, A.1    Laird, N.2    Rubin, D.3
  • 33
    • 84877303406 scopus 로고    scopus 로고
    • Simultaneous validation of image segmentation and assessment of expert quality
    • J. Fessler and M. Vannier, Eds., Washington, DC
    • S. K. Warfield, K. H. Zou, M. R. Kaus, and W. M. Wells, "Simultaneous validation of image segmentation and assessment of expert quality," in Proc. Int. Symp. Biomedical Imaging: Macro to Nano, J. Fessler and M. Vannier, Eds., Washington, DC, 2002, pp. 1494:1-1494:4.
    • (2002) Proc. Int. Symp. Biomedical Imaging: Macro to Nano
    • Warfield, S.K.1    Zou, K.H.2    Kaus, M.R.3    Wells, W.M.4
  • 38
    • 33947716431 scopus 로고
    • Beitrag zur Theorie des Ferromagnetismus
    • E. Ising, "Beitrag zur Theorie des Ferromagnetismus," Zeitschrift f. Physik., vol. 31. pp. 253-258, 1925.
    • (1925) Zeitschrift f. Physik. , vol.31 , pp. 253-258
    • Ising, E.1
  • 40
    • 0033201365 scopus 로고    scopus 로고
    • Automated model-based bias field correction of MR images of the brain
    • Oct.
    • K. Van Leemput, F. Maes, D. Vanermeulen, and P. Suetens, "Automated model-based bias field correction of MR images of the brain," IEEE Trans. Med. Imag., vol. 18, pp. 885-895, Oct. 1999.
    • (1999) IEEE Trans. Med. Imag. , vol.18 , pp. 885-895
    • Van Leemput, K.1    Maes, F.2    Vanermeulen, D.3    Suetens, P.4
  • 41
    • 0034745001 scopus 로고    scopus 로고
    • Segmentation of brain mr images through a hidden Markov random field model and the expectation-maximization algorithm
    • Jan
    • Y. Zhang, M. Brady, and S. Smith, "Segmentation of brain mr images through a hidden Markov random field model and the expectation-maximization algorithm." IEEE Trans. Med. Imag., vol. 20, pp. 45-57, Jan 2001.
    • (2001) IEEE Trans. Med. Imag. , vol.20 , pp. 45-57
    • Zhang, Y.1    Brady, M.2    Smith, S.3
  • 42
    • 0000111836 scopus 로고
    • Exact maximum a posteriori estimation for binary images
    • D. M. Greig, B. T. Porteous, and A. H. Seheult, "Exact maximum a posteriori estimation for binary images." J. Roy. Statist. Soc. B, vol. 51, no. 2, pp. 271-279, 1989.
    • (1989) J. Roy. Statist. Soc. B , vol.51 , Issue.2 , pp. 271-279
    • Greig, D.M.1    Porteous, B.T.2    Seheult, A.H.3
  • 43
    • 0142039762 scopus 로고    scopus 로고
    • Exact optimization for Markov random fields with convex priors
    • Oct.
    • H. Ishikawa, "Exact optimization for Markov random fields with convex priors," IEEE Trans. Pattern Anal. Machine Intell., vol. 25, pp. 1333-1336. Oct. 2003.
    • (2003) IEEE Trans. Pattern Anal. Machine Intell. , vol.25 , pp. 1333-1336
    • Ishikawa, H.1
  • 44
    • 3142657638 scopus 로고
    • Ph.D. dissertation, Massachussetts Inst. Technol., Cambridge, MA
    • I. M. Elfadel, "From fields to networks," Ph.D. dissertation, Massachussetts Inst. Technol., Cambridge, MA, 1993.
    • (1993) From Fields to Networks
    • Elfadel, I.M.1
  • 45
    • 0000013152 scopus 로고
    • On the statistical analysis of dirty pictures
    • J. Besag. "On the statistical analysis of dirty pictures," J. Roy. Statist. Soc. B, vol. 48, no. 3. pp. 259-302, 1986.
    • (1986) J. Roy. Statist. Soc. B , vol.48 , Issue.3 , pp. 259-302
    • Besag, J.1
  • 46
    • 0000913755 scopus 로고
    • Spatial interaction and the statistical analysis of lattice systems
    • _, "Spatial interaction and the statistical analysis of lattice systems," J. Roy. Statist. Soc. Ser. B., vol. 36, pp. 192-235, 1974.
    • (1974) J. Roy. Statist. Soc. Ser. B. , vol.36 , pp. 192-235
  • 48
    • 0029207574 scopus 로고
    • The application of mean field theory to image motion estimation
    • Jan.
    • J. Zhang and G. G. Hanauer, "The application of mean field theory to image motion estimation," IEEE Trans. Imag. Processing, pp. 19-33, Jan. 1995.
    • (1995) IEEE Trans. Imag. Processing , pp. 19-33
    • Zhang, J.1    Hanauer, G.G.2
  • 49
    • 0026151642 scopus 로고
    • Parallel and deterministic algorithms from MRF's: Surface reconstruction
    • May
    • D. Geieger and F. Girosi, "Parallel and deterministic algorithms from MRF's: Surface reconstruction," IEEE Pattern Anal. Machine Intell., vol. 13, pp. 401-412, May 1991.
    • (1991) IEEE Pattern Anal. Machine Intell. , vol.13 , pp. 401-412
    • Geieger, D.1    Girosi, F.2
  • 50
    • 0015330635 scopus 로고
    • Theoretical improvements in algorithmic efficiency for network flow problems
    • J. Edmonds and R. M. Karp, "Theoretical improvements in algorithmic efficiency for network flow problems," J. Assoc. Comput. Mach., vol. 19, pp. 248-264, 1972.
    • (1972) J. Assoc. Comput. Mach. , vol.19 , pp. 248-264
    • Edmonds, J.1    Karp, R.M.2
  • 54
    • 0034151398 scopus 로고    scopus 로고
    • Adaptive, template moderated, spatially varying statistical classification
    • Mar.
    • S. K. Warfield, M. Kaus, F. A. Jolesz, and R. Kikinis, "Adaptive, template moderated, spatially varying statistical classification," Med. Image Anal., vol. 4, no. 1, pp. 43-55, Mar. 2000.
    • (2000) Med. Image Anal. , vol.4 , Issue.1 , pp. 43-55
    • Warfield, S.K.1    Kaus, M.2    Jolesz, F.A.3    Kikinis, R.4
  • 55
    • 0006373136 scopus 로고    scopus 로고
    • Adaptive template moderated spatially varying statistical classification
    • W. M. Wells, A. Colchester, and S. Delp. Eds., MA
    • _, "Adaptive template moderated spatially varying statistical classification," in Proc. 1st Int. Conf. Medical Image Computing and Computer-Assisted Intervention (MICCAI 98), W. M. Wells, A. Colchester, and S. Delp. Eds., MA, 1998, pp. 231-238.
    • (1998) Proc. 1st Int. Conf. Medical Image Computing and Computer-assisted Intervention (MICCAI 98) , pp. 231-238
  • 56
    • 2642610311 scopus 로고    scopus 로고
    • Quantitative magnetic resonance imaging of brain development in premature and mature newborns
    • Feb.
    • P. Hüppi, S. Warfield, R. Kikinis, P. D. Barnes, G. P. Zientara, F. A. Jolesz, M. K. Tsuji, and J. J. Volpe, "Quantitative magnetic resonance imaging of brain development in premature and mature newborns," Ann. Neural., vol. 43, no. 2, pp. 224-235, Feb. 1998.
    • (1998) Ann. Neural. , vol.43 , Issue.2 , pp. 224-235
    • Hüppi, P.1    Warfield, S.2    Kikinis, R.3    Barnes, P.D.4    Zientara, G.P.5    Jolesz, F.A.6    Tsuji, M.K.7    Volpe, J.J.8
  • 57
    • 0032704516 scopus 로고    scopus 로고
    • Periventricular white matter injury in the premature infant is followed by reduced cerebral cortical gray matter volume at term
    • T. E. Inder, P. S. Huppi, S. K. Warfield, R. Kikinis, G. P. Zientara, P. D. Barnes, F. A. Jolesz, and J. J. Volpe, "Periventricular white matter injury in the premature infant is followed by reduced cerebral cortical gray matter volume at term," Ann. Neurol., vol. 46, no. 5, pp. 755-760, 1999.
    • (1999) Ann. Neurol. , vol.46 , Issue.5 , pp. 755-760
    • Inder, T.E.1    Huppi, P.S.2    Warfield, S.K.3    Kikinis, R.4    Zientara, G.P.5    Barnes, P.D.6    Jolesz, F.A.7    Volpe, J.J.8
  • 58
    • 0035146199 scopus 로고    scopus 로고
    • Impaired cerebral cortical gray matter growth after treatment with dexamethasone for neonatal chronic lung disease
    • Feb.
    • B. P. Murphy, T. E. Inder, P. S. Huppi, S. Warfield, G. P. Zientara, R. Kikinis, F. A. Jolesz, and J. J. Volpe, "Impaired cerebral cortical gray matter growth after treatment with dexamethasone for neonatal chronic lung disease," Pediatrics, vol. 107, no. 2, pp. 217-221, Feb. 2001.
    • (2001) Pediatrics , vol.107 , Issue.2 , pp. 217-221
    • Murphy, B.P.1    Inder, T.E.2    Huppi, P.S.3    Warfield, S.4    Zientara, G.P.5    Kikinis, R.6    Jolesz, F.A.7    Volpe, J.J.8


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.