메뉴 건너뛰기




Volumn 31, Issue 1, 2012, Pages 33-50

Medial-based deformable models in nonconvex shape-spaces for medical image segmentation

Author keywords

Deformable models; evolutionary computing; genetic algorithms; medial shape representation; medical image segmentation

Indexed keywords

BRAIN MAGNETIC RESONANCE IMAGES; COMBINATORIAL OPTIMIZATION TECHNIQUES; CORPUS CALLOSUM; DEFORMABLE MODELS; EVOLUTIONARY COMPUTING; GLOBALOPTIMUM; GRADIENT DESCENT; GRADIENT-BASED OPTIMIZERS; GRAPH-THEORETIC; LOCAL MINIMUMS; MEDIAL-SHAPE REPRESENTATION; MEDICAL IMAGE SEGMENTATION; MODEL INITIALIZATION; NONCONVEX; OPTIMIZATION TECHNIQUES; OPTIMIZERS; POSE ESTIMATION; SHAPE CHANGE; SHAPE STATISTICS;

EID: 84855398203     PISSN: 02780062     EISSN: None     Source Type: Journal    
DOI: 10.1109/TMI.2011.2162528     Document Type: Article
Times cited : (32)

References (71)
  • 2
    • 0030153642 scopus 로고    scopus 로고
    • Deformable models in medical image analysis: A survey
    • T. McInerney and D. Terzopoulos, "Deformable models in medical image analysis: A survey," Med. Image Anal., vol. 1, no. 2, pp. 91-108, 1996. (Pubitemid 126421958)
    • (1996) Medical Image Analysis , vol.1 , Issue.2 , pp. 91-108
    • McInerney, T.1    Terzopoulos, D.2
  • 6
    • 0034151398 scopus 로고    scopus 로고
    • Adaptive, template moderated, spatially varying statistical classification
    • S.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, 2000.
    • (2000) Med. Image Anal. , vol.4 , Issue.1 , pp. 43-55
    • Warfield, S.1    Kaus, M.2    Jolesz, F.A.3    Kikinis, R.4
  • 7
    • 84945269261 scopus 로고    scopus 로고
    • Nonlinear shape statistics via kernel spaces
    • Pattern Recognition
    • D. Cremers, T. Kohlberger, and C. Schnörr, "Nonlinear shape statistics via kernel spaces," in Pattern Recognition (Proc. DAGM), ser. LNCS, B. Radig and S. Florczyk, Eds. Munich, Germany: Springer, 2001, vol. 2191, pp. 269-276. (Pubitemid 33347122)
    • (2001) LNCS , Issue.2191 , pp. 269-276
    • Cremers, D.1    Kohlberger, T.2    Schnorr, C.3
  • 9
    • 51949103544 scopus 로고    scopus 로고
    • Shape priors in variational image segmentation: Convexity, lipschitz continuity and globally optimal solutions
    • Jun.
    • D. Cremers, F. Schmidt, and F. Barthel, "Shape priors in variational image segmentation: Convexity, lipschitz continuity and globally optimal solutions," in IEEE Conf. Comput. Vis. Pattern Recognit., Jun. 2008, pp. 1-6.
    • (2008) IEEE Conf. Comput. Vis. Pattern Recognit. , pp. 1-6
    • Cremers, D.1    Schmidt, F.2    Barthel, F.3
  • 10
    • 51949098964 scopus 로고    scopus 로고
    • Shape prior segmentation ofmultiple objects with graph cuts
    • Jun.
    • N. Vu and B.Manjunath, "Shape prior segmentation ofmultiple objects with graph cuts," in IEEE Conf. Comput. Vis. Pattern Recognit., Jun. 2008, pp. 1-8.
    • (2008) IEEE Conf. Comput. Vis. Pattern Recognit. , pp. 1-8
    • Vu, N.1    Manjunath, B.2
  • 12
    • 0242569261 scopus 로고    scopus 로고
    • Guest editorial-Medial and medical: A good match for image analysis
    • S. M. Pizer, "Guest editorial-Medial and medical: A good match for image analysis," Int. J. Comput. Vis., vol. 55, no. 2-3, pp. 79-84, 2003.
    • (2003) Int. J. Comput. Vis. , vol.55 , Issue.2-3 , pp. 79-84
    • Pizer, S.M.1
  • 13
    • 0344551963 scopus 로고    scopus 로고
    • Computing geodesics and minimal surfaces via graph cuts
    • Oct.
    • Y. Boykov and V. Kolmogorov, "Computing geodesics and minimal surfaces via graph cuts," in Proc. 9th IEEE Int. Conf. Comput. Vis., Oct. 2003, vol. 1, pp. 26-33.
    • (2003) Proc. 9th IEEE Int. Conf. Comput. Vis. , vol.1 , pp. 26-33
    • Boykov, Y.1    Kolmogorov, V.2
  • 14
    • 33746427122 scopus 로고    scopus 로고
    • Graph cuts and efficient N-D image segmentation
    • DOI 10.1007/s11263-006-7934-5
    • Y. Boykov and G. Funka-Lea, "Graph cuts and efficient N-D image segmentation," Int. J. Comput. Vis. (IJCV), vol. 70, no. 2, pp. 109-131, 2006. (Pubitemid 44127252)
    • (2006) International Journal of Computer Vision , vol.70 , Issue.2 , pp. 109-131
    • Boykov, Y.1    Funka-Lea, G.2
  • 16
    • 33750153530 scopus 로고    scopus 로고
    • Algorithms for finding global minimizers of image segmentation and denoising models
    • DOI 10.1137/040615286
    • M. Nikolova, S. Esedoglu, and T. F. Chan, "Algorithms for finding global minimizers of image segmentation and denoising models," SIAM J. Appl. Math., vol. 66, no. 5, pp. 1632-1648, 2006. (Pubitemid 44599935)
    • (2006) SIAM Journal on Applied Mathematics , vol.66 , Issue.5 , pp. 1632-1648
    • Chan, T.F.1    Esedoglu, S.2    Nikolova, M.3
  • 18
    • 23844463237 scopus 로고    scopus 로고
    • Medial profiles for modeling and statistical analysis of shape
    • G. Hamarneh, R. Abu-Gharbieh, and T. McInerney, "Medial profiles for modeling and statistical analysis of shape," Int. J. Shape Model., vol. 10, no. 2, pp. 187-209, 2004.
    • (2004) Int. J. Shape Model. , vol.10 , Issue.2 , pp. 187-209
    • Hamarneh, G.1    Abu-Gharbieh, R.2    McInerney, T.3
  • 24
    • 34548419314 scopus 로고    scopus 로고
    • Using the logarithm of odds to define a vector space on probabilistic atlases
    • DOI 10.1016/j.media.2007.06.003, PII S1361841507000576, Ninth International Conference on Medical Image Computing and Computer-Assisted Interventions - MICCAI 2006
    • K. M. Pohl, J. Fisher, S. Bouix, M. Shenton, R. W.McCarley,W. E. L. Grimson, R. Kikinis, and W. M. Wells, "Using the logarithm of odds to define a vector space on probabilistic atlases," in Med. Image Anal., 2007, vol. 11, pp. 465-477. (Pubitemid 47365754)
    • (2007) Medical Image Analysis , vol.11 , Issue.5 , pp. 465-477
    • Pohl, K.M.1    Fisher, J.2    Bouix, S.3    Shenton, M.4    McCarley, R.W.5    Grimson, W.E.L.6    Kikinis, R.7    Wells, W.M.8
  • 25
    • 4043092663 scopus 로고    scopus 로고
    • Principal geodesic analysis for the study of nonlinear statistics of shape
    • Aug.
    • P. Fletcher, C. Lu, S. Pizer, and S. Joshi, "Principal geodesic analysis for the study of nonlinear statistics of shape," IEEE Trans. Med. Imag., vol. 23, no. 8, pp. 995-1005, Aug. 2004.
    • (2004) IEEE Trans. Med. Imag. , vol.23 , Issue.8 , pp. 995-1005
    • Fletcher, P.1    Lu, C.2    Pizer, S.3    Joshi, S.4
  • 26
    • 0002549332 scopus 로고
    • Non-linear point distribution modelling using a multi-layer perceptron
    • P. Sozou, T. Cootes, C. Taylor, and E. Di Mauro, "Non-linear point distribution modelling using a multi-layer perceptron," in Br. Mach. Vis. Conf., 1995, pp. 107-116.
    • (1995) Br. Mach. Vis. Conf. , pp. 107-116
    • Sozou, P.1    Cootes, T.2    Taylor, C.3    Di Mauro, E.4
  • 27
    • 0000199011 scopus 로고    scopus 로고
    • A mixture model for representing shape variation
    • T. Cootes and C. Taylor, "A mixture model for representing shape variation," in Br. Mach. Vis. Conf., 1997, pp. 110-119.
    • (1997) Br. Mach. Vis. Conf. , pp. 110-119
    • Cootes, T.1    Taylor, C.2
  • 28
    • 84948994285 scopus 로고    scopus 로고
    • Nonlinear shape statistics in Mumford-Shah based segmentation
    • Copenhagen, Denmark, May
    • D. Cremers, T. Kohlberger, and C. Schnörr, A. Heyden, Ed. et al., "Nonlinear shape statistics in Mumford-Shah based segmentation," in Proc. Comput. Vis. (ECCV 2002), Copenhagen, Denmark, May 2002, vol. 2351, pp. 93-108.
    • (2002) Proc. Comput. Vis. (ECCV 2002) , vol.2351 , pp. 93-108
    • Cremers, D.1    Kohlberger, T.2    Schnörr, C.3    Heyden, A.4
  • 31
    • 49749106621 scopus 로고    scopus 로고
    • Nonlinear dynamical shape priors for level set segmentation
    • Jun.
    • D. Cremers, "Nonlinear dynamical shape priors for level set segmentation," J. Sci. Comput., vol. 35, no. 2-3, pp. 132-143, Jun. 2008.
    • (2008) J. Sci. Comput. , vol.35 , Issue.2-3 , pp. 132-143
    • Cremers, D.1
  • 32
    • 77951544542 scopus 로고    scopus 로고
    • Gmat: The groupwise medial axis transform for fuzzy skeletonization and intelligent pruning
    • Jun.
    • A. Ward and G. Hamarneh, "Gmat: The groupwise medial axis transform for fuzzy skeletonization and intelligent pruning," IEEE Trans. Pattern Anal. Mach. Intell., vol. 32, no. 6, pp. 1084-1096, Jun. 2010.
    • (2010) IEEE Trans. Pattern Anal. Mach. Intell. , vol.32 , Issue.6 , pp. 1084-1096
    • Ward, A.1    Hamarneh, G.2
  • 34
    • 0015581337 scopus 로고
    • Biological shape and visual science
    • H. Blum, "Biological shape and visual science," Theoretical Biol., vol. 38, pp. 205-287, 1973.
    • (1973) Theoretical Biol. , vol.38 , pp. 205-287
    • Blum, H.1
  • 36
    • 23844531238 scopus 로고    scopus 로고
    • Physics-based deformable organisms for medical image analysis
    • DOI 10.1117/12.594856, 35, Medical Imaging 2005 - Image Processing
    • G. Hamarneh and C. McIntosh, "Physics-based deformable organisms for medical image analysis," Proc. SPIE Med. Imag.: Image Process., vol. 5747, pp. 326-335, 2005. (Pubitemid 41146674)
    • (2005) Progress in Biomedical Optics and Imaging - Proceedings of SPIE , vol.5747 , Issue.1 , pp. 326-335
    • Hamarneh, G.1    McIntosh, C.2
  • 37
    • 0242649130 scopus 로고    scopus 로고
    • Multiscale medial shape-based analysis of image objects
    • DOI 10.1109/JPROC.2003.817876, Emerging Medical Imaging Technology
    • S. Pizer, G. Gerig, S. Joshi, and S. Aylward, "Multiscale medial shape-based analysis of image objects," Proc. IEEE, vol. 91, no. 10, pp. 1670-1679, Oct. 2003. (Pubitemid 40890810)
    • (2003) Proceedings of the IEEE , vol.91 , Issue.10 , pp. 1670-1679
    • Pizer, S.M.1    Gerig, G.2    Joshi, S.3    Aylward, S.R.4
  • 39
  • 41
    • 0742286180 scopus 로고    scopus 로고
    • What energy functions can be minimized via graph cuts?
    • Feb.
    • V. Kolmogorov and R. Zabin, "What energy functions can be minimized via graph cuts?," IEEE Trans. Pattern Anal. Mach. Intell., vol. 26, no. 2, pp. 147-159, Feb. 2004.
    • (2004) IEEE Trans. Pattern Anal. Mach. Intell. , vol.26 , Issue.2 , pp. 147-159
    • Kolmogorov, V.1    Zabin, R.2
  • 42
    • 50649084500 scopus 로고    scopus 로고
    • A seeded image segmentation framework unifying graph cuts and random walker which yields a new algorithm
    • Oct.
    • A. Sinop and L. Grady, "A seeded image segmentation framework unifying graph cuts and random walker which yields a new algorithm," in IEEE 11th Int. Conf. Comput. Vis., Oct. 2007, pp. 1-8.
    • (2007) IEEE 11th Int. Conf. Comput. Vis. , pp. 1-8
    • Sinop, A.1    Grady, L.2
  • 43
    • 63349096465 scopus 로고    scopus 로고
    • Medical image segmentation using genetic algorithms
    • Mar.
    • U. Maulik, "Medical image segmentation using genetic algorithms," IEEE Trans. Inf. Technol. Biomed., vol. 13, no. 2, pp. 166-173, Mar. 2009.
    • (2009) IEEE Trans. Inf. Technol. Biomed. , vol.13 , Issue.2 , pp. 166-173
    • Maulik, U.1
  • 45
    • 84958045515 scopus 로고    scopus 로고
    • Genetic snakes for color images segmentation
    • Applications of Evolutionary Computing
    • L. Ballerini, "Genetic snakes for color images segmentation," in Applications of Evolutionary Computing, ser. LectureNotes in Computer Science, E. Boers, Ed. Berlin, Germany: Springer, 2001, vol. 2037, pp. 268-277. (Pubitemid 33261176)
    • (2001) LectureNotes in Computer Science , Issue.2037 , pp. 268-277
    • Ballerini, L.1
  • 47
    • 33749673032 scopus 로고    scopus 로고
    • Global optimization of deformable surface meshes based on genetic algorithms
    • Sep.
    • J. Tohka, "Global optimization of deformable surface meshes based on genetic algorithms," in Proc. 11th Int. Conf. Image Anal. Process., Sep. 2001, pp. 459-464.
    • (2001) Proc. 11th Int. Conf. Image Anal. Process. , pp. 459-464
    • Tohka, J.1
  • 48
    • 0036668833 scopus 로고    scopus 로고
    • Volumetric segmentation of brain images using parallel genetic algorithms
    • DOI 10.1109/TMI.2002.803126
    • Y. Fan, T. Jiang, and D. Evans, "Volumetric segmentation of brain images using parallel genetic algorithms," IEEE Trans. Med. Imag., vol. 21, no. 8, pp. 904-909, Aug. 2002. (Pubitemid 35476594)
    • (2002) IEEE Transactions on Medical Imaging , vol.21 , Issue.8 , pp. 904-909
    • Fan, Y.1    Jiang, T.2    Evans, D.J.3
  • 49
    • 58249088709 scopus 로고    scopus 로고
    • Genetic approaches for topological active nets optimization
    • O. I. Nez, N. Barreira, J. Santos, and M. Penedo, "Genetic approaches for topological active nets optimization," Pattern Recognit., vol. 42, no. 5, pp. 907-917, 2009.
    • (2009) Pattern Recognit. , vol.42 , Issue.5 , pp. 907-917
    • Nez, O.I.1    Barreira, N.2    Santos, J.3    Penedo, M.4
  • 51
    • 0001435483 scopus 로고
    • Model-based image interpretation using genetic algorithms
    • A. Hill and C. Taylor, "Model-based image interpretation using genetic algorithms," Image Vis. Comput., vol. 10, no. 5, pp. 295-300, 1992.
    • (1992) Image Vis. Comput. , vol.10 , Issue.5 , pp. 295-300
    • Hill, A.1    Taylor, C.2
  • 52
    • 33750236759 scopus 로고    scopus 로고
    • Segmentation of medical images using a genetic algorithm
    • GECCO 2006 - Genetic and Evolutionary Computation Conference
    • P. Ghosh and M. Mitchell, "Segmentation of medical images using a genetic algorithm," in Proc. 8th Annu. Conf. Genetic Evolutionary Computat., New York, 2006, pp. 1171-1178. (Pubitemid 44611449)
    • (2006) GECCO 2006 - Genetic and Evolutionary Computation Conference , vol.2 , pp. 1171-1178
    • Ghosh, P.1    Mitchell, M.2
  • 53
    • 0033148891 scopus 로고    scopus 로고
    • Volume estimation from sparse planar images using deformable models
    • C. F. Ruff, S.W. Hughes, and D. J. Hawkes, "Volume estimation from sparse planar images using deformable models," Image Vis. Comput., vol. 17, no. 8, pp. 559-565, 1999.
    • (1999) Image Vis. Comput. , vol.17 , Issue.8 , pp. 559-565
    • Ruff, C.F.1    Hughes, S.W.2    Hawkes, D.J.3
  • 54
    • 0032657845 scopus 로고    scopus 로고
    • Deformable template and distribution mixture-based data modeling for the endocardial contour tracking in an echographic sequence
    • M. Mignotte and J. Meunier, "Deformable template and distribution mixture-based data modeling for the endocardial contour tracking in an echographic sequence," in IEEE Comput. Soc. Conf. Comput. Vis. Pattern Recognit., 1999, vol. 1, pp. 230-230.
    • (1999) IEEE Comput. Soc. Conf. Comput. Vis. Pattern Recognit. , vol.1 , pp. 230-230
    • Mignotte, M.1    Meunier, J.2
  • 57
  • 63
    • 0344224269 scopus 로고    scopus 로고
    • Topography of callosal atrophy reflects distribution of regional cerebral volume reduction in alzheimer's disease
    • J. Pantel et al., "Topography of callosal atrophy reflects distribution of regional cerebral volume reduction in alzheimer's disease," Psychiatry Res., vol. 90, pp. 180-192, 1999.
    • (1999) Psychiatry Res. , vol.90 , pp. 180-192
    • Pantel, J.1
  • 64
    • 0015400290 scopus 로고
    • Quantitative brain measurements in chronic schizophrenia
    • R. Rosenthal and L. Bigelow, "Quantitative brain measurements in chronic schizophrenia,"Br. J. Psychiatry, vol. 121, pp. 259-264, 1972.
    • (1972) Br. J. Psychiatry , vol.121 , pp. 259-264
    • Rosenthal, R.1    Bigelow, L.2
  • 65
    • 0026756067 scopus 로고
    • Abnormalities in the left temporal lobe and thought disorder in schizophrenia: A quantitative magnetic resonance imaging study
    • M. Shenton et al., "Abnormalities in the left temporal lobe and thought disorder in schizophrenia: A quantitative magnetic resonance imaging study," New Eng. J. Med., vol. 327, pp. 604-612, 1992.
    • (1992) New Eng. J. Med. , vol.327 , pp. 604-612
    • Shenton, M.1
  • 66
    • 0001368373 scopus 로고
    • Étude comparative de la distribution florale dans une portion des alpes et des jura
    • P. Jaccard, "Étude comparative de la distribution florale dans une portion des alpes et des jura," Bulletin del la Société Vaudoise des Sciences Naturelles, vol. 37, pp. 547-579, 1901.
    • (1901) Bulletin Del la Société Vaudoise des Sciences Naturelles , vol.37 , pp. 547-579
    • Jaccard, P.1
  • 69
    • 0035248865 scopus 로고    scopus 로고
    • Active contours without edges
    • DOI 10.1109/83.902291
    • T. Chan and L. Vese, "Active contours without edges," IEEE Trans. Image Process., vol. 10, no. 2, pp. 266-277, Feb. 2001. (Pubitemid 32254596)
    • (2001) IEEE Transactions on Image Processing , vol.10 , Issue.2 , pp. 266-277
    • Chan, T.F.1    Vese, L.A.2
  • 71
    • 36348987654 scopus 로고    scopus 로고
    • Quantification and visualization of localized and intuitive shape variability using a novel medial-based shape representation
    • DOI 10.1109/ISBI.2007.357081, 4193515, 2007 4th IEEE International Symposium on Biomedical Imaging: From Nano to Macro - Proceedings
    • G.Hamarneh, A.Ward, andR. Frank, "Quantification and visualization of localized and intuitive shape variability using a novel medial-based shape representation," in IEEE Int. Symp. Biomed. Imag., 2007, pp. 1232-1235. (Pubitemid 350141318)
    • (2007) 2007 4th IEEE International Symposium on Biomedical Imaging: From Nano to Macro - Proceedings , pp. 1232-1235
    • Hamarneh, G.1    Ward, A.D.2    Frank, R.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.