Rotation-invariant texture image retrieval using particle swarm optimization and support vector regression

Applied Soft Computing Journal

Volumn 17, Issue , 2014, Pages 127-139

  Tsai, Hung Hsu ^a   Chang, Bae Muu ^b   Liou, Shin Hung ^a  

^a NATIONAL FORMOSA UNIVERSITY   (Taiwan)

^b CHIENKUO TECHNOLOGY UNIVERSITY   (Taiwan)

Author keywords

Content based image retrieval; Fast Fourier transform; Log polar mapping; Particle swarm optimization; Support vector regression; Zernike moment

Indexed keywords

CONTENT BASED IMAGE RETRIEVAL; FAST FOURIER TRANSFORMATION (FFT); LOG-POLAR MAPPING; RETRIEVAL METHODS; ROTATION INVARIANT; SUPPORT VECTOR REGRESSION (SVR); TEXTURE IMAGE RETRIEVAL; ZERNIKE MOMENTS;

CONTENT BASED RETRIEVAL; FAST FOURIER TRANSFORMS; IMAGE MATCHING; PARTICLE SWARM OPTIMIZATION (PSO); REGRESSION ANALYSIS; ROTATION; TEXTURES;

FEATURE EXTRACTION;

EID: 84893341006     PISSN: 15684946     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.asoc.2013.12.003     Document Type: Article

References (19)

1. P. Brodatz Texture: a photographic album for artists and designers 1966 Dover New York
2. B.-M. Chang, H.-H. Tsai, X.-P. Lin, and P.-T. Yu Design of median-type filters with an impulse noise detector using DT and PSO for image restoration Computer Science and Information Systems 7 4 2010 859 882
3. L. Gao, J. Huang, and X. Li An effective cellular particle swarm optimization for parameters optimization of a multi-pass milling process Applied Soft Computing 12 11 2012 3490 3499
4. Y. Guo, G. Zhao, and M. Pietikäinen Discriminative features for texture description Pattern Recognition 45 2012 3834 3843
5. J. Han, and K.K. Ma Rotation-invariant and scale-invariant Gabor features for texture image retrieval Image and Vision Computing 25 2007 1474 1481 (Pubitemid 46899288)
6. Y.-T. Kao, and E. Zahara A hybrid genetic algorithm and particle swarm optimization for multimodal functions Applied Soft Computing 8 2 2008 849 857 (Pubitemid 350266482)
7. M. Kokare, P.K. Biswas, and B.N. Chatterji Rotation-invariant texture image retrieval using rotated complex wavelet filters IEEE Transactions on Systems, Man and Cybernetics-Part B: Cybernetics 36 6 2006 1273 1282 (Pubitemid 46405759)
8. R. Krishnamoorthi, and S. Sathiya Devi A multiresolution approach for rotation invariant texture image retrieval with orthogonal polynomials model Journal of Visual Communication and Image Representation 23 2012 18 30
9. R. Ksantini, D. Ziou, B. Colin, and F. Dubeau Weighted pseudometric discriminatory power improvement using a Bayesian logistic regression model based on a variational method IEEE Transactions on Pattern Analysis and Machine Intelligence 30 2 2008 253 266
10. Y. Marinakis, G.-R. Iordanidou, and M. Marinaki Particle swarm optimization for the vehicle routing problem with stochastic demands Applied Soft Computing 13 4 2013 1693 1704
11. V.R. Rallabandi, and V.P.S. Rallabandi Rotation-invariant texture retrieval using wavelet-based hidden Markov trees Signal Processing 88 2008 2593 2598
12. D.-G. Sim, H.-K. Kim, and R.-H. Park Invariant texture retrieval using modified Zernike moments Image and Vision Computing 22 2004 331 342
13. T.S. Subashini, V. Ramalingam, and S. Palanivel Breast mass classification based on cytological patterns using RBFNN and SVM Expert Systems with Applications 36 2009 5284 5290
14. H.-H. Tsai, Y.-J. Jhuanga, and Y.-S. Lai An SVD-based image watermarking in wavelet domain using SVR and PSO Applied Soft Computing 12 2012 2442 2453
15. H.-H. Tsai, Y.-S. Lai, and S.-C. Lo A zero-watermark scheme using FFT, LPM, SVM and PSO against geometrical attacks for image protection Journal of Systems and Software 86 2 2013 335 348
16. G. Tzagkarakis, B.L. Baltasar, and P. Tsakalides Rotation-invariant texture retrieval with Gaussianized steerable pyramids IEEE Transactions on Image Processing 15 9 2006 2702 2718 (Pubitemid 44270211)
17. University of Southern California, Signal and Image Processing Institute, Rotated Textures. Available at: http://sipi.usc.edu/services/database/Database. html.
18. X. Yang, X. Yao, L. Cai, and D. Li A generalized local binary pattern descriptor and its applications to texture retrieval IEEE Fifth International Conference on Advanced Computational Intelligence (ICACI) 2012
19. D. Zhang, M.M. Islam, G. Lu, and I.J. Sumana Rotation invariant curvelet features for region based image retrieval International Journal of Computer Vision 98 2 2012 187 201