Comparative study of global color and texture descriptors for web image retrieval

Journal of Visual Communication and Image Representation

Volumn 23, Issue 2, 2012, Pages 359-380

  Penatti, Otávio A B ^a   Valle, Eduardo ^a   Torres, Ricardo Da S ^a  

^a UNIVERSITY OF CAMPINAS   (Brazil)

Author keywords

Asymptotic complexity; Color descriptors; Comparative study; Content based image retrieval; Correlation analysis; Efficiency and effectiveness; Texture descriptors; Web

Indexed keywords

ASYMPTOTIC COMPLEXITY; COLOR DESCRIPTORS; COMPARATIVE STUDIES; CONTENT-BASED IMAGE RETRIEVAL; CORRELATION ANALYSIS; TEXTURE DESCRIPTORS; WEB;

COLOR; TEXTURES;

IMAGE RETRIEVAL;

EID: 83455245296     PISSN: 10473203     EISSN: 10959076     Source Type: Journal    
DOI: 10.1016/j.jvcir.2011.11.002     Document Type: Article

References (80)

1. M.L. Kherfi, D. Ziou, and A. Bernardi Image retrieval from the world wide web: issues, techniques, and systems ACM Computing Surveys 36 1 2004 35 67
2. R. Datta, D. Joshi, J. Li, and J.Z. Wang Image retrieval: ideas, influences, and trends of the new age ACM Computing Surveys 40 2008 1 60
3. T. Deselaers, D. Keysers, and H. Ney Features for image retrieval: an experimental comparison Information Retrieval 11 2 2008 77 107
4. S. Loncaric A survey of shape analysis techniques Pattern Recognition 31 8 1998 983 1190
5. D. Zhang, and G. Lu Review of shape representation and description Pattern Recognition 37 1 2004 1 19
6. M. Safar, C. Shahabi, X. Sun, Image retrieval by shape: a comparative study, in: IEEE International Conference on Multimedia and Expo, 2000, pp. 141-144.
7. D. Zhang, G. Lu, A comparative study of fourier descriptors for shape representation and retrieval, in: Asian Conference on Computer Vision, 2002, pp. 646-651.
8. D. Zhang, and G. Lu Evaluation of MPEG-7 shape descriptors against other shape descriptors Multimedia Systems 9 1 2003 15 30
9. T. Ojala, M. PietikSinen, and D. Harwood A comparative study of texture measures with classification based on featured distributions Pattern Recognition 29 1 1996 51 59
10. F. Xu, and Y. Zhang Evaluation and comparison of texture descriptors proposed in MPEG-7 Journal of Visual Communication and Image Representation 17 4 2006 701 716
11. P. Howarth, S.M. Rüger, Evaluation of texture features for content-based image retrieval, in: International Conference on Image and Video Retrieval, 2004, pp. 326-334.
12. O.A.B. Penatti, R. da S. Torres, Color descriptors for web image retrieval: a comparative study, in: Brazilian Symposium on Computer Graphics and Image Processing, 2008, pp. 163-170.
13. J. Annesley, J. Orwell, J.-P. Renno, Evaluation of MPEG-7 color descriptors for visual surveillance retrieval, in: Joint IEEE International Workshop on Visual Surveillance and Performance Evaluation of Tracking and Surveillance, 2005, pp. 105-112.
14. T. Ojala, M. Aittola, E. Matinmikko, Empirical evaluation of MPEG-7 XM color descriptors in content-based retrieval of semantic image categories, in: International Conference on Pattern Recognition, vol. 2, 2002, pp. 1021-1024.
15. T. Tuytelaars, and K. Mikolajczyk Local invariant feature detectors: a survey Foundations and Trends in Computer Graphics and Vision 3 2008 177 280
16. K. Mikolajczyk, and C. Schmid A performance evaluation of local descriptors IEEE Transactions on Pattern Analysis and Machine Intelligence 27 2005 1615 1630
17. K.E.A. van de Sande, T. Gevers, and C.G.M. Snoek Evaluating color descriptors for object and scene recognition IEEE Transactions on Pattern Analysis and Machine Intelligence 32 2010 1582 1596
18. Y. Wang, F. Makedon, R-histogram: quantitative representation of spatial relations for similarity-based image retrieval, in: ACM International Conference on Multimedia, 2003, pp. 323-326.
19. R. da S. Torres, and A.X. Falcão Content-based image retrieval: theory and applications Revista de Informática Teórica e Aplicada 13 2 2006 161 185
20. Y. Rubner, C. Tomasi, and L.J. Guibas The earth mover's distance as a metric for image retrieval International Journal of Computer Vision 40 2000 99 121
21. M.J. Swain, and D.H. Ballard Color indexing International Journal of Computer Vision 7 1 1991 11 32
22. M.A. Stricker, M. Orengo, Similarity of color images, in: SPIE Storage and Retrieval for Image and Video Databases III, vol. 2420, 1995, pp. 381-392.
23. R.de O. Stehling, M.A. Nascimento, and A.X. Falcão Cell histograms versus color histograms for image representation and retrieval Knowledge and Information Systems 5 3 2003 315 336
24. R. de O. Stehling, M.A. Nascimento, A.X. Falcão, An adaptive and efficient clustering-based approach for content-based image retrieval in image databases, in: International Database Engineering and Applications Symposium, 2001, pp. 356-365.
25. Y. Deng, B.S. Manjunath, C. Kenney, M.S. Moore, and H. Shin An efficient color representation for image retrieval IEEE Transactions on Image Processing 10 1 2001 140 147
26. B.S. Manjunath, J.-R. Ohm, V.V. Vasudevan, and A. Yamada Color and texture descriptors IEEE Transactions on Circuits and Systems for Video Technology 11 6 2001 703 715
27. M. Tuceryan, and A.K. Jain Texture Analysis 1993 235 276
28. B.S. Manjunath, and W.Y. Ma Texture features for browsing and retrieval of image data IEEE Transactions on Pattern Analysis and Machine Intelligence 18 8 1996 837 842
29. J.A.M. Zegarra, N.J. Leite, and R. da S. Torres Wavelet-based feature extraction for fingerprint image retrieval Journal of Computational and Applied Mathematics 227 2009 294 307
30. A. del Bimbo Visual Information Retrieval 1999 Morgan Kaufmann Publishers
31. H. Tamura, S. Mori, and T. Yamawaki Textural features corresponding to visual perception IEEE Transactions on Systems, Man and Cybernetics 8 6 1978 460 473
32. R.M. Haralick, K. Shanmugam, and I. Dinstein Textural features for image classification IEEE Transactions on Systems, Man and Cybernetics 3 6 1973 610 621
33. R. Nevatia Machine Perception 1982 Prentice-Hall
34. T. Ojala, M. Pietikäinen, and T. Mäenpää Multiresolution gray-scale and rotation invariant texture classification with local binary patterns IEEE Transactions on Pattern Analysis and Machine Intelligence 24 7 2002 971 987
35. P. Wu, B.S. Manjunath, S. Newsam, and H.D. Shin A texture descriptor for browsing and similarity retrieval Signal Processing: Image Communication 16 1-2 2000 33 43
36. U.A. Ahmad, K. Kidiyo, R. Joseph, Texture features based on fourier transform and Gabor filters: an empirical comparison, in: International Conference on Machine Vision, 2007, pp. 67-72.
37. Y.M. Ro, and H.K. Kang Hierarchical rotational invariant similarity measurement for MPEG-7 homogeneous texture descriptor Electronics Letters 36 15 2000 1268 1270
38. L. Zhang, J. Ma, X. Xu, B. Yuan, Rotation invariant image classification based on MPEG-7 homogeneous texture descriptor, in: International Conference on Software Engineering, Artificial Intelligence, Networking, and Parallel/Distributed Computing, vol. 3, 2007, pp. 798-803.
39. J. Han, and K. Ma Rotation-invariant and scale-invariant Gabor features for texture image retrieval Image and Vision Computing 25 9 2007 1474 1481
40. S. Barton, V. Gouet-Brunet, M. Rukoz, C. Charbuillet, G. Peeters, Estimating the indexability of multimedia descriptors for similarity searching, in: Adaptivity, Personalization and Fusion of Heterogeneous Information, 2010, pp. 84-87.
41. H. Lejsek, F.H. Ásmundsson, B.T. Jónsson, L. Amsaleg, Scalability of local image descriptors: a comparative study, in: International Conference on Multimedia, 2006, pp. 589-598.
42. K. Wong, L. Po, K. Cheung, A compact and efficient color descriptor for image retrieval, in: IEEE International Conference on Multimedia and Expo, 2007, pp. 611-614.
43. N. Yang, W. Chang, C. Kuo, and T. Li A fast MPEG-7 dominant color extraction with new similarity measure for image retrieval Journal of Visual Communication and Image Representation 19 2 2008 92 105
44. H.A. Moghaddam, T.T. Khajoie, A.H. Rouhi, and M.S. Tarzjan Wavelet correlogram: a new approach for image indexing and retrieval Pattern Recognition 38 12 2005 2506 2518
45. X. Li Image retrieval based on perceptive weighted color blocks Pattern Recognition Letters 24 12 2003 1935 1941
46. K. Nallaperumal, M.S. Banu, C.C. Christiyana, Content based image indexing and retrieval using color descriptor in wavelet domain, in: International Conference on Computational Intelligence and Multimedia Applications, vol. 3, 2007, pp. 185-189.
47. A. Utenpattanant, O. Chitsobhuk, A. Khawne, Color descriptor for image retrieval in wavelet domain, in: International Conference on Advanced Communication Technology, vol. 1, 2006, pp. 818-821.
48. A. Williams, and P. Yoon Content-based image retrieval using joint correlograms Multimedia Tools and Applications 34 2 2007 239 248
49. T. Chaira, and A.K. Ray Fuzzy measures for color image retrieval Fuzzy Sets and Systems 150 3 2005 545 560
50. G. Paschos, I. Radev, and N. Prabakar Image content-based retrieval using chromaticity moments IEEE Transactions on Knowledge and Data Engineering 15 5 2003 1069 1072
51. J. Huang, S.R. Kumar, M. Mitra, W. Zhu, R. Zabih, Image indexing using color correlograms, in: International Conference on Computer Vision and Pattern Recognition, 1997, pp. 762-768.
52. T. Lu, and C. Chang Color image retrieval technique based on color features and image bitmap Information Processing and Management 43 2 2007 461 472
53. J. Sun, X. Zhang, J. Cui, and L. Zhou Image retrieval based on color distribution entropy Pattern Recognition Letters 27 10 2006 1122 1126
54. H.Y. Lee, H.K. Lee, and Y.H. Ha Spatial color descriptor for image retrieval and video segmentation IEEE Transactions on Multimedia 5 3 2003 358 367
55. R. de O. Stehling, M.A. Nascimento, A.X. Falcão, A compact and efficient image retrieval approach based on border/interior pixel classification, in: International Conference on Information and Knowledge Management, 2002, pp. 102-109.
56. G. Pass, R. Zabih, J. Miller, Comparing images using color coherence vectors, in: ACM International Conference on Multimedia, 1996, pp. 65-73.
57. K. Lee, and L. Chen An efficient computation method for the texture browsing descriptor of MPEG-7 Image and Vision Computing 23 5 2005 479 489
58. P. Brodatz Textures: A Photographic Album for Artists and Designers 1966 Dover
59. S. Kiranyaz, M. Ferreira, and M. Gabbouj A generic shape/texture descriptor over multiscale edge field: 2-d walking ant histogram IEEE Transactions on Image Processing 17 3 2008 377 391
60. C. Huang, Q. Liu, An orientation independent texture descriptor for image retrieval, in: International Conference on Communications, Circuits and Systems, 2007, pp. 772-776.
61. E. Hadjidemetriou, M.D. Grossberg, and S.K. Nayar Multiresolution histograms and their use for recognition IEEE Transactions on Pattern Analysis and Machine Intelligence 26 7 2004 831 847
62. A. arkacioglu, and F. Yarman-Vural SASI: a generic texture descriptor for image retrieval Pattern Recognition 36 11 2003 2615 2633
63. A. arkacioglu, F. Yarman-Vural, SASI: a new texture descriptor for content based image retrieval, in: International Conference on Image Processing, vol. 2, 2001, pp. 137-140.
64. J. Zhou, L. Xin, and D. Zhang Scale-orientation histogram for texture image retrieval Pattern Recognition 36 4 2003 1061 1063
65. B. Tao, and B.W. Dickinson Texture recognition and image retrieval using gradient indexing Journal of Visual Communication and Image Representation 11 3 2000 327 342
66. V. Kovalev, S. Volmer, Color co-occurrence descriptors for querying-by-example, in: International Conference on MultiMedia Modeling, 1998, pp. 32-38.
67. M. Unser Sum and difference histograms for texture classification IEEE Transactions on Pattern Analysis and Machine Intelligence 8 1 1986 118 125
68. V. Takala, T. Ahonen, M. Pietikäinen, Block-based methods for image retrieval using local binary patterns, in: Scandinavian Conference on Image Analysis, 2005, pp. 882-891.
69. P. Janney, Z. Yu, Invariant features of local textures - a rotation invariant local texture descriptor, in: IEEE Conference on Computer Vision and Pattern Recognition, 2007, pp. 1-7.
70. J.A.M. Zegarra, J. Beeck, N.J. Leite, R. da S. Torres, A.X. Falcão, Combining global with local texture information for image retrieval applications, in: International Symposium on Multimedia, vol. 0, 2008, pp. 148-153.
71. J.A.M. Zegarra, N.J. Leite, R. da S. Torres, Rotation-invariant and scale-invariant steerable pyramid decomposition for texture image retrieval, in: Brazilian Symposium on Computer Graphics and Image Processing, 2007, pp. 121-128.
72. P.W. Huang, S.K. Dai, and P.L. Lin Texture image retrieval and image segmentation using composite sub-band gradient vectors Journal of Visual Communication and Image Representation 17 5 2006 947 957
73. Q. Wang, D.D. Feng, Z. Chi, B-spline over-complete wavelet based fractal signature analysis for texture image retrieval, in: International Symposium on Intelligent Multimedia, Video and Speech Processing, 2004, pp. 462-466.
74. M. Kokare, B.N. Chatterji, and P.K. Biswas Cosine-modulated wavelet based texture features for content-based image retrieval Pattern Recognition Letters 25 4 2004 391 398
75. D. Sim, H. Kim, and R. Park Invariant texture retrieval using modified Zernike moments Image and Vision Computing 22 4 2004 331 342
76. X. Yang, and J. Liu Maximum entropy random fields for texture analysis Pattern Recognition Letters 23 1-3 2002 93 101
77. D. Sim, H. Kim, and R. Park Fast texture description and retrieval of DCT-based compressed images Electronics Letters 37 1 2001 18 19
78. Y. Rubner, C. Tomasi, Texture-based image retrieval without segmentation, in: IEEE International Conference on Computer Vision, vol. 2, 1999, p. 1018.
79. O.A.B. Penatti, R. da S. Torres, Eva - an evaluation tool for comparing descriptors in content-based image retrieval tasks, in: ACM International Conference on Multimedia Information Retrieval, 2010, pp. 413-416.
80. P.A.S. Kimura, J.M.B. Cavalcanti, P.C. Saraiva, R. da S. Torres, and M.A. Gonalves Evaluating retrieval effectiveness of descriptors for searching in large image databases Journal of Information and Data Management 2 3 2011 305 320