Stylometry of paintings using hidden Markov modelling of contourlet transforms

Signal Processing

Volumn 93, Issue 3, 2013, Pages 579-591

  Jacobsen, C R ^a   Nielsen, M ^a  

^a AALBORG UNIVERSITY   (Denmark)

Author keywords

Authentication; Classification; Contourlet transform; Hidden Markov models; Visual stylometry

Indexed keywords

CONTOURLET TRANSFORM; CONTOURLETS; CROSS VALIDATION; DATA SETS; DIGITAL IMAGE; DIGITAL REPRODUCTIONS; MULTIPLE SOURCE; PIECEWISE SMOOTH; STYLOMETRY; VISUAL ARTS;

AUTHENTICATION; CAMERAS; CLASSIFICATION (OF INFORMATION);

HIDDEN MARKOV MODELS;

EID: 84869504935     PISSN: 01651684     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.sigpro.2012.09.019     Document Type: Article

References (32)

1. Mahmoud Al-Ayyoub, Mohammad T. Irfan, and David G. Stork Boosting multi-feature visual texture classifiers for the authentication of Jackson Pollock's drip paintings David G. Stork, Jim Coddington, Anna Bentkowska-Kafel, Proceedings of SPIE vol. 7869 2011
2. Shawkat Ali, and Kate Smith-Miles Improved support vector machine generalization using normalized input space Abdul Sattar, Byeong Ho Kang, AI 2006 Advances in Artificial Intelligence vol. 4304 2006 Springer Berlin, Heidelberg 362 371
3. Igor Berezhnoy, Eric Postma, and H. Jaap van den Herik Computer analysis of Van Gogh's complementary colours Pattern Recognition Letters 28 6 2007 703 709
4. Igor E. Berezhnoy, Eric O. Postma, and H. Jaap van den Herik Automatic extraction of brushstroke orientation from paintings Machine Vision and Applications 20 January (1) 2009 1 9
5. C 2 singularities Communications on Pure and Applied Mathematics 57 2 2004 219 266
6. Emmanuel J. Candès, and David L. Donoho Continuous curvelet transform - II. Discretization and frames Applied and Computational Mathematics 19 9 2005 198 222
7. Charlotte Caspers. Caspers Data Set. 〈 http://www.math.princeton. edu/ipai/datasets.html 〉.
8. Matthew S. Crouse, Robert D. Nowak, and Richard G. Baraniuk Wavelet-based statistical signal processing using hidden Markov models IEEE Transactions on Signal Processing 46 April (4) 1998 886 902
9. Minh N. Do. Contourlet Toolbox, 〈 http://www.ifp.illinois.edu/ ∼minhdo/software 〉.
10. Minh N. Do, and Martin Vetterli The contourlet transform an efficient directional multiresolution image representation IEEE Transactions on Image Processing 14 December (12) 2005 2091 2106
11. David L. Donoho Sparse components of images and optimal atomic decompositions Constructive Approximation 17 3 2001 353 382
12. Richard O. Duda, Peter E. Hart, and David G. Stork Pattern Classification 2nd ed. 2001 Wiley
13. Jerome Friedman, Trevor Hastie, and Rob Tibshirani Regularization paths for generalized linear models via coordinate descent Journal of Statistical Software 33 February (1) 2010 1 22
14. Jerome Friedman, Trevor Hastie, Robert Tibshirani, GLMnet for Matlab. 〈 http://www-stat.stanford.edu/∼tibs/glmnet-matlab 〉.
15. A.B.A. Graf, A.J. Smola, and S. Borer Classification in a normalized feature space using support vector machines IEEE Transactions on Neural Networks 14 May (3) 2003 597 605
16. Daniel J. Graham, James M. Hughes, Helmut Leder, and Daniel N. Rockmore Statistics vision and the analysis of artistic style Wiley Interdisciplinary Reviews Computational Statistics 4 March (2) 2012 115 123
17. Isabelle Guyon, Jason Weston, Stephen Barnhill, and Vladimir Vapnik Gene selection for cancer classification using support vector machines Machine Learning 46 2002 389 422
18. Trevor Hastie, Robert Tibshirani, and Jerome Friedman The Elements of Statistical Learning 2nd ed. 2008 Springer
19. Richard J. Hathaway, Constrained Maximum-Likelihood Estimation for a Mixture of M Univariate Normal Distributions, Ph.D. Thesis, Rice University, 1983.
20. James M. Hughes, Daniel J. Graham, and Daniel N. Rockmore Quantification of artistic style through sparse coding analysis in the drawings of Pieter Bruegel the Elder Proceedings of the National Academy of Sciences 107 2009 1279 1283
21. Mohammad Irfan, and David G. Stork Multiple visual features for the computer authentication of Jackson Pollock's drip paintings: beyond box-counting and fractals Kurt S. Niel, David Fofi, Proceedings of SPIE vol. 7251 2009
22. C. Richard Johnson Jr., Ella Hendriks, Igor J. Berezhnoy, Eugene Brevdo, Shannon M. Hughes, Ingrid Daubechies, Jia Li, Eric Postma, and James Z. Wang Image processing for artist identification IEEE Signal Processing Magazine 25 4 2008 37 48
23. Jia Li, and James Z. Wang Studying digital imagery of ancient paintings by mixtures of stochastic models IEEE Transactions on Image Processing 13 2004 338 351
24. Siwei Lyu, Daniel Rockmore, and Hany Farid A digital technique for art authentication Proceedings of the National Academy of Sciences 101 December (49) 2004 17006 17010
25. Duncan D.-Y. Po, and Minh N. Do Directional multiscale modeling of images using the contourlet transform IEEE Transactions on Image Processing 15 June (6) 2006 1610 1620
26. Güngör Polatkan, Sina Jafarpour, Andrei Brasoveanu, Shannon Hughes, Ingrid Daubechies, Detection of forgery in paintings using supervised learning, in: IEEE International Conference on Image Processing, 2009.
27. Lawrence R. Rabiner A tutorial on hidden Markov models and selected applications in speech recognition Proceedings of the IEEE 77 2 1989 257 286
28. Justin Romberg, Hyeokho Choi, Richard Baraniuk, Nick Kingsbury, Hidden Markov tree modeling of complex wavelet transforms, in: IEEE International Conference on Acoustics, Speech and Signal Processing, 2000, pp. 133-136.
29. Robert Sablatnig, Paul Kammerer, Ernestine Zolda, Hierarchical classification of paintings using face- and brush stroke models, in: Proceedings of the 14th International Conference on Pattern Recognition, vol. 1, 1998, pp. 172-174.
30. George Arthur Frederick Seber Multivariate Observations 1984 Wiley New York
31. Richard P. Taylor, Adam P. Micolich, and David Jonas Fractal analysis of Pollock's drip paintings Nature 399 6 1999 422
32. R.P. Taylor, R. Guzman, T.P. Martin, G.D.R. Hall, A.P. Micolich, D. Jonas, B.C. Scannell, M.S. Fairbanks, and C.A. Marlow Authenticating Pollock paintings using fractal geometry Pattern Recognition Letters 28 April (6) 2007 695 702