Compressed sensing for robust texture classification

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 6492 LNCS, Issue PART 1, 2011, Pages 383-396

  Liu, Li ^a   Fieguth, Paul ^b   Kuang, Gangyao ^a  

^a NATIONAL UNIVERSITY OF DEFENSE TECHNOLOGY   (China)

^b UNIVERSITY OF WATERLOO   (Canada)

Author keywords

[No Author keywords available]

Indexed keywords

BAG OF WORDS; BRODATZ; CLASSIFICATION ACCURACY; COMPRESSED DOMAIN; COMPRESSED SENSING; FEATURE EXTRACTION METHODS; IMAGE PATCHES; TEXTURE CLASSIFICATION; TEXTURE IMAGE;

FEATURE EXTRACTION; SIGNAL RECONSTRUCTION; TEXTURES;

COMPUTER VISION;

EID: 79952497176     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-19315-6_30     Document Type: Conference Paper

References (21)

1. Leung, T., Malik, J.: Representing and Recognizing the Visual Appearance of Materials Using Three-Dimensional Textons. International Journal of Computer Vision 43, 29-44 (2001) (Pubitemid 32720091)
2. Cula, O.G., Dana, K.J.: 3D Texture Recognition Using Bidirectional Feature Histograms. International Journal of Computer Vision 59, 33-60 (2004)
3. Varma, M., Zisserman, A.: A Statistical Approach to Texture Classification from Single Images. International Journal of Computer Vision 62, 61-81 (2005)
4. Varma, M., Zisserman, A.: A Statistical Approach to Material Classification Using Image Patches. IEEE Trans. Pattern Analysis and Machine Intelligence 31, 2032-2047 (2009)
5. Lazebnik, S., Schmid, C., Ponce, J.: A Sparse Texture Representation Using Local Affine Regions. IEEE Trans. Pattern Analysis and Machine Intelligence 27, 1265-1278 (2005) (Pubitemid 41245056)
6. Zhang, J., Marszalek, M., Lazebnik, S., Schmid, C.: Local Features and Kernels for Classification of Texture and Object Categories: A Comprehensive Study. International Journal of Computer Vision 73, 213-238 (2007) (Pubitemid 46181625)
7. Cand̀es, E., Tao, T.: Near-Optimal Signal Recovery from Random Projections: Universal Encoding Stratigies? IEEE Trans. Information Theory 52, 5406-5425 (2006) (Pubitemid 46445381)
8. Donoho, D.L.: Compressed Sensing. IEEE Trans. Information Theory 52, 1289-1306 (2006)
9. Mellor, M., Hong, B.-W., Brady, M.: Locally Rotation, Contrast, and Scale Invariant Descriptors for Texture Analysis. IEEE Trans. Pattern Analysis and Machine Intelligence 30, 52-61 (2008) (Pubitemid 350168355)
10. Donoho, D., Tanner, J.: Observed Universality of Phase Transitions in High- Dimensional Geometry, with Implications for Modern Data Analysis and Signal Processing. Phil. Trans. R. Soc. A 367, 4273-4293 (2009)
11. Romberg, J.: Imaging via Compressive Sampling. IEEE Signal Processing Magazine 25, 14-20 (2008)
12. Wright, J., Yang, A., Ganesh, A., Sastry, S.S., Ma, Y.: Robust Face Recognition via Sparse Representation. IEEE Trans. Pattern Analysis and Machine Intelligence 31, 210-217 (2009)
13. Cand̀es, E., Tao, T.: Decoding by Linear Programming. IEEE Trans. Information Theory 51, 4203-4215 (2005) (Pubitemid 41800353)
14. Graf, S., Luschgy, H.: Foundations of Quantization for Probability Distributions. Springer, New York (2000)
15. Lowe, D.: Distinctive Image Features from Scale-Invariant Keypoints. International Journal of Computer Vision 60, 91-110 (2004)
16. Conners, R.W., Harlow, C.A.: A Theoretical Comparison of Texture Algorithms. IEEE Trans. Pattern Analysis and Machine Intelligence 2, 204-222 (1980)
17. Unser, M.: Sum and Difference Histograms for Texture Classification. IEEE Trans. Pattern Analysis and Machine Intelligence 8, 118-125 (1986) (Pubitemid 16575727)
18. Ojala, T., Valkealahti, K., Oja, E., Pietikäinen, M.: Texture Discrimination with Multidimensional Distributions of Signed Gray-Level Differences. Pattern Recognition 34, 727-739 (2001) (Pubitemid 32111570)
19. Ojala, T., Pietikäinen, M., Mäenpää, T.: Multiresolution Gray-Scale and Rotation Invariant Texture Classification with Local Binary Patterns. IEEE Trans. Pattern Analysis and Machine Intelligence 24, 971-987 (2002) (Pubitemid 34835471)
20. Brodatz, P.: Textures: A Photographic Album for Artists and Designers. Dover Publications, New York (1966)
21. Hayman, E., Caputo, B., Fritz, M., Eklundh, J.-O.: On the Significance of Real- World Conditions for Material Classification. In: Pajdla, T., Matas, J(G.) (eds.) ECCV 2004. LNCS, vol. 3024, pp. 253-266. Springer, Heidelberg (2004)