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Volumn 31, Issue 9, 2012, Pages 1698-1712

Interactive lesion segmentation with shape priors from offline and online learning

Author keywords

Active shapemodel; Biomedical image processing; Image segmentation; Machine learning; Stochastic processes

Indexed keywords

ACTIVE SHAPEMODEL; AUTOMATIC SEGMENTATIONS; BIO-MEDICAL IMAGE PROCESSING; BOUNDARY FLUCTUATIONS; DYNAMIC CONTOUR MODELS; INTERACTIVE ALGORITHMS; MACHINE LEARNING TECHNIQUES; MEDICAL IMAGE SEGMENTATION; NONLINEAR TIME SERIES; OFFLINE; ONE-FACTOR; ONLINE LEARNING; SENSITIVITY AND SPECIFICITY; SHAPE INFORMATION; SHAPE MODELLING; SHAPE PARAMETERIZATION; SHAPE PRIORS; STATISTICAL SHAPE MODEL; TRAINING DATA; USER DEMANDS; USER INTERACTION;

EID: 84867494287     PISSN: 02780062     EISSN: None     Source Type: Journal    
DOI: 10.1109/TMI.2012.2196285     Document Type: Article
Times cited : (17)

References (67)
  • 1
    • 0029568036 scopus 로고
    • Quantitative assessment of MRI in monitoring the evolution of multiple sclerosis
    • M. Filippi, M. Horsfield, P. Tofts, F. Barkhof, A. Thompson, and D. Miller, "Quantitative assessment of MRI in monitoring the evolution of multiple sclerosis," Brain, vol. 118, pp. 1601-1612, 1995.
    • (1995) Brain , vol.118 , pp. 1601-1612
    • Filippi, M.1    Horsfield, M.2    Tofts, P.3    Barkhof, F.4    Thompson, A.5    Miller, D.6
  • 4
    • 11044237697 scopus 로고    scopus 로고
    • A monte carlo approach to growing solid non-vascular tumours
    • D. Drasdo, Ed. Amsterdam, The Netherlands: Springer Verlag
    • D. Drasdo, "A monte carlo approach to growing solid non-vascular tumours," in Networks in Biology and Physics, D. Drasdo, Ed. Amsterdam, The Netherlands: Springer Verlag, 1998, pp. 171-185.
    • (1998) Networks in Biology and Physics , pp. 171-185
    • Drasdo, D.1
  • 5
    • 26944481103 scopus 로고    scopus 로고
    • A single-cell-based model of tumor growth in vitro: Monolayers and spheroids
    • D. Drasdo and S. Hiohme, "A single-cell-based model of tumor growth in vitro: Monolayers and spheroids," Phys. Biol., vol. 2, pp. 133-147, 2005.
    • (2005) Phys. Biol. , vol.2 , pp. 133-147
    • Drasdo, D.1    Hiohme, S.2
  • 6
    • 33745943438 scopus 로고    scopus 로고
    • Individual cell-based models of the spatio-temporal organisation of multicellular systems-Achievements and limitations
    • J. Galle, G. Aust, G. Schaller, T. Beyer, and D. Drasdo, "Individual cell-based models of the spatio-temporal organisation of multicellular systems-Achievements and limitations," Cytometry A, vol. 69, pp. 704-410, 2006.
    • (2006) Cytometry A , vol.69 , pp. 704-410
    • Galle, J.1    Aust, G.2    Schaller, G.3    Beyer, T.4    Drasdo, D.5
  • 8
    • 51049107907 scopus 로고    scopus 로고
    • Statistical appearance models of mammo graphicmasses
    • Lecture Notes in Computer Sciences
    • M. Berks, S. Caulkin, R. Rahim, C. Boggis, and S. Astley, "Statistical appearancemodels ofmammographicmasses," DigitalMammography, vol. 5116, Lecture Notes in Computer Sciences, pp. 401-408, 2008.
    • (2008) Digital Mammography , vol.5116 , pp. 401-408
    • Berks, M.1    Caulkin, S.2    Rahim, R.3    Boggis, C.4    Astley, S.5
  • 9
  • 12
    • 51949103544 scopus 로고    scopus 로고
    • Shape priors in variational image segmentation: Convexity, lipschitz continuity and globally optimal solutions
    • D. Cremers, F. R. Schmidt, and F. Barthel, "Shape priors in variational image segmentation: Convexity, lipschitz continuity and globally optimal solutions," in Proc. IEEE Conf. Comput. Vis. Pattern Recognit., 2008, pp. 1-6.
    • (2008) Proc. IEEE Conf. Comput. Vis. Pattern Recognit. , pp. 1-6
    • Cremers, D.1    Schmidt, F.R.2    Barthel, F.3
  • 25
    • 70549098227 scopus 로고    scopus 로고
    • Semi-automatic level set segmentation of liver tumors combining a spiral-scanning technique with supervised fuzzy pixel classification
    • D. Smeets, D. Loeckx, B. Stijnen, B. D. Dobbelaer, D. Vandermeulen, and P. Suetens, "Semi-automatic level set segmentation of liver tumors combining a spiral-scanning technique with supervised fuzzy pixel classification," Med. Image Anal., vol. 14, pp. 13-20, 2010.
    • (2010) Med. Image Anal. , vol.14 , pp. 13-20
    • Smeets, D.1    Loeckx, D.2    Stijnen, B.3    Dobbelaer, B.D.4    Vandermeulen, D.5    Suetens, P.6
  • 35
    • 0019613664 scopus 로고
    • Stochastic models for closed boundary analysis: Representation and reconstruction
    • Jun.
    • R. L. Kashyap and R. Chellappa, "Stochastic models for closed boundary analysis: Representation and reconstruction," IEEE Trans. Pattern Anal. Mach. Intell., vol. 27, no. 3, pp. 627-637, Jun. 1981.
    • (1981) IEEE Trans. Pattern Anal. Mach. Intell. , vol.27 , Issue.3 , pp. 627-637
    • Kashyap, R.L.1    Chellappa, R.2
  • 37
    • 0000415543 scopus 로고
    • Compact object recognition using energy-function-based optimisation
    • Aug.
    • N. S. Friedland and A. Rosenfeld, "Compact object recognition using energy-function-based optimisation," IEEE Trans. Pattern Anal. Machine Intell., vol. 14, no. 4, pp. 770-777, Aug. 1992.
    • (1992) IEEE Trans. Pattern Anal. Machine Intell. , vol.14 , Issue.4 , pp. 770-777
    • Friedland, N.S.1    Rosenfeld, A.2
  • 38
    • 79952453837 scopus 로고    scopus 로고
    • A Bayesian approach to in vivo kidney ultrasound contour detection using Markov random fields
    • New York: Springer, Lecture Notes in Computer Science
    • M. Martin and C. Alberola, "A Bayesian approach to in vivo kidney ultrasound contour detection using Markov random fields," in Proc. Medical Image Computing and Computer-Assisted Intervention (MICCAI). New York: Springer, 2002, Lecture Notes in Computer Science.
    • (2002) Proc. Medical Image Computing and Computer-Assisted Intervention (MICCAI)
    • Martin, M.1    Alberola, C.2
  • 40
    • 0026255179 scopus 로고
    • 2-D shape classification using hidden Markov model
    • Dec.
    • Y. He and A. Kundu, "2-D shape classification using hidden Markov model," IEEE Trans. Pattern Anal. Mach. Intell., vol. 13, no. 6, pp. 1172-1184, Dec. 1991.
    • (1991) IEEE Trans. Pattern Anal. Mach. Intell. , vol.13 , Issue.6 , pp. 1172-1184
    • He, Y.1    Kundu, A.2
  • 42
    • 22144440971 scopus 로고    scopus 로고
    • Incorporation of tumor shape into an assessment of spatial heterogeneity for human sarcomas imaged with FDG-PET
    • F. O'Sullivan, S. Roy, J. O'Sullivan, C. Vernon, and J. Eary, "Incorporation of tumor shape into an assessment of spatial heterogeneity for human sarcomas imaged with FDG-PET," Biostatistics, vol. 6, pp. 293-301, 2005.
    • (2005) Biostatistics , vol.6 , pp. 293-301
    • O'sullivan, F.1    Roy, S.2    O'sullivan, J.3    Vernon, C.4    Eary, J.5
  • 43
    • 0026923823 scopus 로고
    • Bayesian estimation of ventricular contours in angiographic images
    • Mar.
    • M. A. T. Figueiredo and J. M. N. Leitão, "Bayesian estimation of ventricular contours in angiographic images," IEEE Trans. Med. Imag., vol. 11, no. 3, pp. 416-429, Mar. 1992.
    • (1992) IEEE Trans. Med. Imag. , vol.11 , Issue.3 , pp. 416-429
    • Figueiredo, M.A.T.1    Leitão, J.M.N.2
  • 44
    • 0030086419 scopus 로고    scopus 로고
    • Wall position and thickness estimation from sequences of echocardiographic images
    • Jan.
    • J.M.B.Dias and J.M. N. Leitão, "Wall position and thickness estimation from sequences of echocardiographic images," IEEE Trans. Med. Imag., vol. 15, no. 1, pp. 25-38, Jan. 1996.
    • (1996) IEEE Trans. Med. Imag. , vol.15 , Issue.1 , pp. 25-38
    • Dias, J.M.B.1    Leitão, J.M.N.2
  • 45
  • 46
    • 85035222767 scopus 로고    scopus 로고
    • Fokker Planck perspective on stochastic delay systems: Exact solutions and data analysis of biological systems
    • T. D. Frank, P. J. Beek, and R. Friedrich, "Fokker Planck perspective on stochastic delay systems: Exact solutions and data analysis of biological systems," Phys. Rev. E, vol. 68, 2003.
    • (2003) Phys. Rev. e , vol.68
    • Frank, T.D.1    Beek, P.J.2    Friedrich, R.3
  • 48
    • 84867562332 scopus 로고
    • On stochastic differential equations in a differentiable manifold
    • K. Ito, "On stochastic differential equations in a differentiable manifold," Nagoya Math. J., vol. 1, 1950.
    • (1950) Nagoya Math. J. , vol.1
    • Ito, K.1
  • 50
    • 0003319647 scopus 로고    scopus 로고
    • Introduction to Gaussian processes
    • C. M. Bishop, Ed. Berlin, Germany: Springer Verlag
    • D. J. C. MacKay, "Introduction To Gaussian processes," in Neural Networks and Machine Learning, C. M. Bishop, Ed. Berlin, Germany: Springer Verlag, 1998, pp. 84-92.
    • (1998) Neural Networks and Machine Learning , pp. 84-92
    • MacKay, D.J.C.1
  • 54
    • 0041935939 scopus 로고    scopus 로고
    • Bethesda, MD: U.S. Nat. Institutes of Health [Online]
    • W. Rasband, Imagej. Bethesda, MD: U.S. Nat. Institutes of Health [Online]. Available: http://rsb.info.nih.gov/ij/
    • Imagej
    • Rasband, W.1
  • 55
    • 84867565681 scopus 로고    scopus 로고
    • 3D liver tumor segmentation challenge 2008, part of 3D segmentation in the clinic: A grand challenge II
    • New York, [Online], [Online]
    • T. Heimann and B. van Ginneken, "3D liver tumor segmentation challenge 2008, part of 3D segmentation in the clinic: A grand challenge II," in Proc. 11th Int. Conf. Med. Image Comput. Comput. Assist. Intervent., New York, 2008 [Online]. Available: http://grand-challenge2008.bigr. nl, [Online]
    • (2008) Proc. 11th Int. Conf. Med. Image Comput. Comput. Assist. Intervent.
    • Heimann, T.1    Van Ginneken, B.2
  • 56
    • 0027080195 scopus 로고
    • DispImage: Un mezzo di analisi e presentazione per iconografia medica.
    • D. Plummer, "DispImage: Un mezzo di analisi e presentazione per iconografia medica.," Riv. Neuroradiol., vol. 5, pp. 489-495, 1992.
    • (1992) Riv. Neuroradiol. , vol.5 , pp. 489-495
    • Plummer, D.1
  • 57
    • 0018390029 scopus 로고
    • ROC analysis applied to the analysis of medical imaging techniques
    • J. A. Swets, "ROC analysis applied to the analysis of medical imaging techniques," Invest. Radiol., vol. 14, pp. 109-121, 1979.
    • (1979) Invest. Radiol. , vol.14 , pp. 109-121
    • Swets, J.A.1
  • 61
    • 0000250265 scopus 로고
    • Measures of the amount of ecologic association between species
    • L. R. Dice, "Measures of the amount of ecologic association between species," Ecology, vol. 26, pp. 297-302, 1945.
    • (1945) Ecology , vol.26 , pp. 297-302
    • Dice, L.R.1
  • 62
    • 0030365384 scopus 로고    scopus 로고
    • Statistical signal modeling techniques for automated recognition of water-borne microbial shapes
    • M. Das, F. Butterworth, and R. Das, "Statistical signal modeling techniques for automated recognition of water-borne microbial shapes," in Proc. IEEE Symp. Circuits Syst., 1997, pp. 613-616.
    • (1997) Proc. IEEE Symp. Circuits Syst. , pp. 613-616
    • Das, M.1    Butterworth, F.2    Das, R.3
  • 63
    • 0032962856 scopus 로고    scopus 로고
    • Description of shapes in CT images
    • Jan.
    • A. H. Mir, M. Hanmandlu, and S. N. Tandon, "Description of shapes in CT images," IEEE Eng. Med. Biol., vol. 18, no. 1, pp. 79-84, Jan. 1999.
    • (1999) IEEE Eng. Med. Biol. , vol.18 , Issue.1 , pp. 79-84
    • Mir, A.H.1    Hanmandlu, M.2    Tandon, S.N.3
  • 66
    • 36649009312 scopus 로고    scopus 로고
    • Segmentation of pulmonary nodules in three-dimensional CT images by use of a spiral-scanning technique
    • J. Wang and R. Engelmann, "Segmentation of pulmonary nodules in three-dimensional CT images by use of a spiral-scanning technique," Med. Phys., vol. 34, pp. 4678-4689, 2007.
    • (2007) Med. Phys. , vol.34 , pp. 4678-4689
    • Wang, J.1    Engelmann, R.2
  • 67
    • 0030056764 scopus 로고    scopus 로고
    • Distinct patterns of multiple sclerosis pathology indicates heterogeneity on pathogenesis
    • C. F. Lucchinetti, W. Bruck, M. Rodriguez, and H. Lassmann, "Distinct patterns of multiple sclerosis pathology indicates heterogeneity on pathogenesis," Brain Pathol., vol. 6, pp. 259-274, 1996.
    • (1996) Brain Pathol. , vol.6 , pp. 259-274
    • Lucchinetti, C.F.1    Bruck, W.2    Rodriguez, M.3    Lassmann, H.4


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