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Volumn 39, Issue 10, 2012, Pages 8993-9001

Spatial color image segmentation based on finite non-Gaussian mixture models

Author keywords

Beta Liouville; Color image; Color spaces; Dirichlet; EM algorithm; Generalized Dirichlet; Image segmentation; Mixture model; Spatial information

Indexed keywords

BETA-LIOUVILLE; COLOR IMAGE; COLOR SPACES; DIRICHLET; EM ALGORITHMS; MIXTURE MODEL; SPATIAL INFORMATIONS;

EID: 84859211504     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2012.02.024     Document Type: Article
Times cited : (47)

References (53)
  • 1
    • 78149489170 scopus 로고    scopus 로고
    • Finite general Gaussian mixture modeling and application to image and video foreground segmentation
    • M.S. Allili, N. Bouguila, and D. Ziou Finite general Gaussian mixture modeling and application to image and video foreground segmentation Journal of Electronic Imaging 17 1 2008 1 13
    • (2008) Journal of Electronic Imaging , vol.17 , Issue.1 , pp. 1-13
    • Allili, M.S.1    Bouguila, N.2    Ziou, D.3
  • 3
    • 79551536271 scopus 로고    scopus 로고
    • Bayesian hybrid generative discriminative learning based on finite Liouville mixture models
    • N. Bouguila Bayesian hybrid generative discriminative learning based on finite Liouville mixture models Pattern Recognition 44 6 2011 1183 1200
    • (2011) Pattern Recognition , vol.44 , Issue.6 , pp. 1183-1200
    • Bouguila, N.1
  • 7
    • 58049180796 scopus 로고    scopus 로고
    • A Dirichlet process mixture of Generalized Dirichlet distributions for proportional data modeling
    • Bouguila, N.; Ziou, D. (2010). A Dirichlet process mixture of Generalized Dirichlet distributions for proportional data modeling. In IEEE transactions workshop on neural networks(pp. 297-302) Vol. 21(1).
    • (2010) IEEE Transactions Workshop on Neural Networks , vol.21 , Issue.1 , pp. 297-302
    • Bouguila, N.1    Ziou, D.2
  • 8
    • 71749118544 scopus 로고    scopus 로고
    • Integrating spatial and color information in images using a statistical framework
    • N. Bouguila, and W. ElGuebaly Integrating spatial and color information in images using a statistical framework Expert Systems with Applications 37 2 2010 1542 1549
    • (2010) Expert Systems with Applications , vol.37 , Issue.2 , pp. 1542-1549
    • Bouguila, N.1    Elguebaly, W.2
  • 10
    • 84867977667 scopus 로고    scopus 로고
    • Hybrid Generative/discriminative approaches for proportional data modeling and classification
    • (in press)
    • Bouguila N. (in press) Hybrid Generative/discriminative approaches for proportional data modeling and classification. IEEE Transactions on Knowledge and Data Engineering.
    • IEEE Transactions on Knowledge and Data Engineering
    • Bouguila, N.1
  • 11
    • 22944479051 scopus 로고    scopus 로고
    • Using unsupervised learning of a finite Dirichlet mixture model to improve pattern recognition applications
    • N. Bouguila, and D. Ziou Using unsupervised learning of a finite Dirichlet mixture model to improve pattern recognition applications Pattern Recognition Letters 26 12 2005 1916 1925
    • (2005) Pattern Recognition Letters , vol.26 , Issue.12 , pp. 1916-1925
    • Bouguila, N.1    Ziou, D.2
  • 14
    • 33746365837 scopus 로고    scopus 로고
    • Unsupervised selection of a finite Dirichlet mixture model: An MML-based approach
    • N. Bouguila, and D. Ziou Unsupervised selection of a finite Dirichlet mixture model: An MML-based approach IEEE Transactions on Knowledge and Data Engineering 18 8 2006 993 1009
    • (2006) IEEE Transactions on Knowledge and Data Engineering , vol.18 , Issue.8 , pp. 993-1009
    • Bouguila, N.1    Ziou, D.2
  • 15
    • 33747684076 scopus 로고    scopus 로고
    • A hybrid SEM algorithm for high-dimensional unsupervised learning using a finite generalized Dirichlet mixture
    • N. Bouguila, and D. Ziou A hybrid SEM algorithm for high-dimensional unsupervised learning using a finite generalized Dirichlet mixture IEEE Transactions on Image Processing 15 9 2006 2657 2668
    • (2006) IEEE Transactions on Image Processing , vol.15 , Issue.9 , pp. 2657-2668
    • Bouguila, N.1    Ziou, D.2
  • 16
    • 33646032400 scopus 로고    scopus 로고
    • Online clustering via finite mixtures of Dirichlet and minimum message length
    • N. Bouguila, and D. Ziou Online clustering via finite mixtures of Dirichlet and minimum message length Engineering Applications of Artificial Intelligence 19 4 2006 371 379
    • (2006) Engineering Applications of Artificial Intelligence , vol.19 , Issue.4 , pp. 371-379
    • Bouguila, N.1    Ziou, D.2
  • 17
    • 7444239786 scopus 로고    scopus 로고
    • Unsupervised learning of a finite mixture model based on the dirichlet distribution and its application
    • N. Bouguila, D. Ziou, and J. Vaillancourt Unsupervised learning of a finite mixture model based on the dirichlet distribution and its application IEEE Transactions on Image Processing 13 11 2004 1533 1543
    • (2004) IEEE Transactions on Image Processing , vol.13 , Issue.11 , pp. 1533-1543
    • Bouguila, N.1    Ziou, D.2    Vaillancourt, J.3
  • 21
    • 0023312371 scopus 로고
    • Simple parallel hierarchical and relaxation algorithms for segmenting noncausal Markovian random fields
    • F.S. Cohen, and D.B. Cooper Simple parallel hierarchical and relaxation algorithms for segmenting noncausal Markovian random fields IEEE Transactions on Pattern Analysis and Machine Intelligence 9 2 1987 195 219
    • (1987) IEEE Transactions on Pattern Analysis and Machine Intelligence , vol.9 , Issue.2 , pp. 195-219
    • Cohen, F.S.1    Cooper, D.B.2
  • 23
    • 78650902372 scopus 로고    scopus 로고
    • Bayesian learning of finite generalized Gaussian mixture models on images
    • T. Elguebaly, and N. Bouguila Bayesian learning of finite generalized Gaussian mixture models on images Signal Processing 91 4 2011 801 820
    • (2011) Signal Processing , vol.91 , Issue.4 , pp. 801-820
    • Elguebaly, T.1    Bouguila, N.2
  • 28
    • 43249103345 scopus 로고    scopus 로고
    • Bootstrapping approach to feature-weight selection in fuzzy c-means algorithms with an application in color image segmentation
    • W.L. Hung, M.Sh. Yang, and D.H. Chen Bootstrapping approach to feature-weight selection in fuzzy c-means algorithms with an application in color image segmentation Pattern Recognition Letters 29 9 2008 1317 1325
    • (2008) Pattern Recognition Letters , vol.29 , Issue.9 , pp. 1317-1325
    • Hung, W.L.1    Yang, M.Sh.2    Chen, D.H.3
  • 29
  • 32
    • 0024715149 scopus 로고
    • Simultaneous parameter estimation and segmentation of Gibbs random fields using simulated annealing
    • S. Lakshmanan, and H. Derin Simultaneous parameter estimation and segmentation of Gibbs random fields using simulated annealing IEEE Transactions on Pattern Analysis and Machine Intelligence 11 8 1989 799 813
    • (1989) IEEE Transactions on Pattern Analysis and Machine Intelligence , vol.11 , Issue.8 , pp. 799-813
    • Lakshmanan, S.1    Derin, H.2
  • 33
    • 0034850577 scopus 로고    scopus 로고
    • A database of human segmented natural images and its application to evaluating segmentation algorithms and measuring ecological statistics
    • Martin, D.; Fowlkes, C.; Tal, D.; Malik J. (2001). A database of human segmented natural images and its application to evaluating segmentation algorithms and measuring ecological statistics. IEEE International Conference on Computer Vision (ICCV) (pp. 416-423), vol. 2.
    • (2001) EEE International Conference on Computer Vision (ICCV) , vol.2 , pp. 416-423
    • Martin, D.1    Fowlkes, C.2    Tal, D.3    Malik, J.4
  • 36
    • 0035328421 scopus 로고    scopus 로고
    • Modeling the shape of the scene: A holistic representation of the spatial envelope
    • A. Oliva, and A. Torralba Modeling the shape of the scene: A holistic representation of the spatial envelope International Journal of Computer Vision 42 2001 145 175
    • (2001) International Journal of Computer Vision , vol.42 , pp. 145-175
    • Oliva, A.1    Torralba, A.2
  • 37
    • 33845458069 scopus 로고    scopus 로고
    • A color image segmentation approach for content-based image retrieval
    • M. Ozden, and E. Polat A color image segmentation approach for content-based image retrieval Pattern Recognition 40 4 2007 1318 1325
    • (2007) Pattern Recognition , vol.40 , Issue.4 , pp. 1318-1325
    • Ozden, M.1    Polat, E.2
  • 38
    • 0027658896 scopus 로고
    • A review on image segmentation techniques
    • N.R. Pal, and S.K. Pal A review on image segmentation techniques Pattern Recognition 26 9 1993 1277 1294
    • (1993) Pattern Recognition , vol.26 , Issue.9 , pp. 1277-1294
    • Pal, N.R.1    Pal, S.K.2
  • 39
    • 0026842556 scopus 로고
    • An adaptive clustering algorithm for image segmentation
    • T.N. Pappas An adaptive clustering algorithm for image segmentation IEEE Transactions on Signal Processing 40 4 1992 901 914
    • (1992) IEEE Transactions on Signal Processing , vol.40 , Issue.4 , pp. 901-914
    • Pappas, T.N.1
  • 40
    • 33750258446 scopus 로고    scopus 로고
    • Exploiting low-level image segmentation for object recognition
    • Lecture notes in computer science Springer Berlin/ Heidelberg
    • V. Roth, and B. Ommer Exploiting low-level image segmentation for object recognition Pattern recognition Lecture notes in computer science Vol. 4174 2006 Springer Berlin/ Heidelberg 11 20
    • (2006) Pattern Recognition , vol.4174 , pp. 11-20
    • Roth, V.1    Ommer, B.2
  • 41
    • 0031150151 scopus 로고    scopus 로고
    • A segmentation-based lossless image coding method for high-resolution medical image compression
    • L. Shen, and R.M. Rangayyan A segmentation-based lossless image coding method for high-resolution medical image compression IEEE Transactions on Medical Imaging 16 3 1997 301 307
    • (1997) IEEE Transactions on Medical Imaging , vol.16 , Issue.3 , pp. 301-307
    • Shen, L.1    Rangayyan, R.M.2
  • 43
    • 0017506560 scopus 로고
    • Experiments in interpretation-guided segmentation
    • J.M. Tenenbaum, and H.G. Barrow Experiments in interpretation-guided segmentation Artificial Intelligence 8 1977 241 274
    • (1977) Artificial Intelligence , vol.8 , pp. 241-274
    • Tenenbaum, J.M.1    Barrow, H.G.2
  • 44
    • 84990619624 scopus 로고
    • Color classification of natural color images
    • S. Tominaga Color classification of natural color images Color Research and Application 17 4 1992 230 239
    • (1992) Color Research and Application , vol.17 , Issue.4 , pp. 230-239
    • Tominaga, S.1
  • 47
    • 2942587071 scopus 로고    scopus 로고
    • Image segmentation using finite mixtures and spatial information
    • X. Yang, and Sh.M. Krishnan Image segmentation using finite mixtures and spatial information Image and Vision Computing 22 9 2004 735 745
    • (2004) Image and Vision Computing , vol.22 , Issue.9 , pp. 735-745
    • Yang, X.1    Krishnan, Sh.M.2
  • 48
    • 0034745001 scopus 로고    scopus 로고
    • Segmentation of brain MR images through a Hidden Markov random field model and the expectation-maximization algorithm
    • 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 Transactions on Medical Imaging 20 1 2001 45 57
    • (2001) IEEE Transactions on Medical Imaging , vol.20 , Issue.1 , pp. 45-57
    • Zhang, Y.1    Brady, M.2    Smith, S.3
  • 49
    • 0038309400 scopus 로고    scopus 로고
    • EM algorithms for Gaussian mixtures with split-and-merge operation
    • Z. Zhang, C. Chen, J. Sun, and K.L. Chan EM algorithms for Gaussian mixtures with split-and-merge operation Pattern Recognition 36 9 2003 1973 1983
    • (2003) Pattern Recognition , vol.36 , Issue.9 , pp. 1973-1983
    • Zhang, Z.1    Chen, C.2    Sun, J.3    Chan, K.L.4
  • 51
    • 0030247213 scopus 로고    scopus 로고
    • Region competition: Unifying snakes, region growing, and bayes/mdl for multiband image segmentation
    • S.C. Zhu, and A. Yuille Region competition: Unifying snakes, region growing, and bayes/mdl for multiband image segmentation IEEE Transactions on Pattern Analysis and Machine Intelligence 18 9 1996 884 900
    • (1996) IEEE Transactions on Pattern Analysis and Machine Intelligence , vol.18 , Issue.9 , pp. 884-900
    • Zhu, S.C.1    Yuille, A.2
  • 53
    • 67650686123 scopus 로고    scopus 로고
    • Finite gamma mixture modeling using minimum message length inference: Application to SAR image analysis
    • D. Ziou, N. Bouguila, M.S. Allili, and A. El Zaart Finite gamma mixture modeling using minimum message length inference: Application to SAR image analysis International Journal of Remote Sensing 30 3 2009 771 792
    • (2009) International Journal of Remote Sensing , vol.30 , Issue.3 , pp. 771-792
    • Ziou, D.1    Bouguila, N.2    Allili, M.S.3    El Zaart, A.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.