Texture classification with a dictionary of basic image features

26th IEEE Conference on Computer Vision and Pattern Recognition, CVPR

Volumn , Issue , 2008, Pages

  Crosier, Michael ^a   Griffin, Lewis D ^a  

^a UNIVERSITY COLLEGE LONDON   (United Kingdom)

Author keywords

[No Author keywords available]

Indexed keywords

ARTIFICIAL INTELLIGENCE; CLASSIFICATION (OF INFORMATION); COMPUTER VISION; FEATURE EXTRACTION; FILTER BANKS; IMAGE ENHANCEMENT; IMAGE PROCESSING; PATTERN RECOGNITION; WAVE FILTERS;

CLASSIFICATION SCHEME; DATA SETS; DESCRIPTOR; IMAGE FEATURES; IMAGE PATCHES; LOCAL DESCRIPTORS; MULTI SCALING; TEXTURE CLASSIFICATION; TEXTURE DESCRIPTION; TEXTURE IMAGES; UNSUPERVISED CLUSTERING;

TEXTURES;

EID: 52249103771     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CVPR.2008.4587663     Document Type: Conference Paper

References (22)

1. T. Leung and J. Malik, "Representing and Recognizing the Visual Appearance of Materials using Three-dimensional Textons," International Journal of Computer Vision, vol. 43, pp. 29-44, 2001.
2. M. Varma and A. Zisserman, "Classifying Images of Materials: Achieving Viewpoint and Illumination Independence," in Computer Vision - ECCV 2002: 7th European Conference on Computer Vision, Copenhagen, Denmark, May 28-31, 2002. Proceedings, Part III, 2002, p. 255.
3. M. Varma and A. Zisserman, "Texture classification: are filter banks necessary?," in Computer Vision and Pattern Recognition, 2003. Proceedings. 2003 IEEE Computer Society Conference on, 2003, pp. II-691-8 vol.2.
4. M. Varma and A. Zisserman, "A Statistical Approach to Texture Classification from Single Images," International Journal of Computer Vision, vol. 62, pp. 61-81, 2005/04/25/ 2005.
5. O. G. Cula and K. J. Dana, "Recognition methods for 3D textured surfaces," in Proceedings of SPIE Conference on Human Vision and Electronic Imaging VI, San Jose, 2001.
6. J. Zhang, M. Marszalek, S. Lazebnik, and C. Schmid, "Local Features and Kernels for Classification of Texture and Object Categories: A Comprehensive Study," in Computer Vision and Pattern Recognition Workshop, 2006 Conference on, 2006, p. 13.
7. E. Hayman, B. Caputo, M. Fritz, and J.-O. Eklundh, "On the Significance of Real-World Conditions for Material Classification," in Computer Vision - ECCV 2004, 2004, pp. 253-266.
8. S. Lazebnik, C. Schmid, and J. Ponce, "A sparse texture representation using local affine regions," Pattern Analysis and Machine Intelligence, IEEE Transactions on, vol. 27, pp. 1265-1278, 2005.
9. S. Lazebnik, C. Schmid, and J. Ponce, "A sparse texture representation using affine-invariant regions," in Computer Vision and Pattern Recognition, 2003. Proceedings. 2003 IEEE Computer Society Conference on, 2003, pp. II-319-II-324 vol.2.
10. M. Varma and R. Garg, "Locally Invariant Fractal Features for Statistical Texture Classification," in Proceedings of the {IEEE} International Conference on Computer Vision, Rio de Janeiro, Brazil, 2007.
11. D. G. Lowe, "Object recognition from local scale-invariant features," in Computer Vision, 1999. The Proceedings of the Seventh IEEE International Conference on, 1999, pp. 1150-1157 vol.2.
12. L. D. Griffin and M. Lillholm, "Feature category systems for 2nd order local image structure induced by natural image statistics and otherwise.," in SPIE 6492(09):1-11, 2007.
13. S. Konishi and A. L. Yuille, "Statistical cues for domain specific image segmentation with performance analysis," in Computer Vision and Pattern Recognition, 2000. Proceedings. IEEE Conference on, 2000, pp. 125-132 vol.1.
14. T. Ojala, M. Pietikainen, and T. Maenpaa, "Multiresolution gray-scale and rotation invariant texture classification with local binary patterns," Transactions on Pattern Analysis and Machine Intelligence, vol. 24, pp. 971-987, 2002.
15. L. D. Griffin, M. Lillholm, and M. Crosier, "Basic Image Features (BIFs) arising from analysis of Local Symmetry," in ECCV '08 (submitted).
16. L. D. Griffin, "The 2nd order local-image-structure solid," IEEE Trans Patt Anal Mach Intell, vol. 29, pp. 1355-1366, 2007.
17. L. D. Griffin, "Symmetries of 1-D images," Journal of Mathematical Imaging & Vision, 2008.
18. B. M. ter Haar Romeny, Front-End Vision and Multi-Scale Image Analysis: Kluwer Academic Publishers, 2003.
19. N. A. Thacker, F. J. Aherne, and P. I. Rockett, "The Bhattacharyya Metric as an Absolute Similarity Measure for Frequency Coded Data.," Kybernetika, vol. 34, pp. 363-368, 1997.
20. O. G. Cula and K. J. Dana, "Compact representation of bidirectional texture functions," in Computer Vision and Pattern Recognition, 2001. CVPR 2001. Proceedings of the 2001 IEEE Computer Society Conference on, 2001, pp. I-1041-I-1047 vol.1.
21. R. E. Broadhurst, "Statistical estimation of histogram variation for texture classification," in Proc. Intl. Workshop on Texture Analysis and Synthesis Beijing, 2005, pp. 25-30.
22. B. Caputo, E. Hayman, and P. Mallikarjuna, "Class-specific material categorisation," in Computer Vision, 2005. ICCV 2005. Tenth IEEE International Conference on, 2005, pp. 1597-1604 Vol. 2.