Clustering of singular value decomposition of image data with applications to texture classification

Proceedings of SPIE - The International Society for Optical Engineering

Volumn 5150 II, Issue , 2003, Pages 972-979

  Targhi, Alireza Tavakoli ^a,b   Shademan, Azad ^a  

^a INSTITUTE FOR STUDIES IN THEORETICAL PHYSICS AND MATHEMATICS IPM   (Iran)

^b SHAHID BEHESHTI UNIVERSITY   (Iran)

Author keywords

Clustering; Image analysis; Singular value decomposition (SVD); Texture classification; Texture segmentation

Indexed keywords

ALGORITHMS; COMPUTATIONAL GEOMETRY; FUZZY SETS; IMAGE ANALYSIS; MATRIX ALGEBRA; PATTERN RECOGNITION;

CLUSTERING; SINGULAR VALUE DECOMPOSITION; TEXTURE CLASSIFICATION; TEXTURE SEGMENTATION;

IMAGE SEGMENTATION;

EID: 0141496226     PISSN: 0277786X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1117/12.503073     Document Type: Conference Paper

References (7)

1. B. Jähne, Digital Image Processing, Springer-Verlag, Berlin Heidelberg, 2002.
2. P.C. Chen and T. Pavlidis, "Segmentation by textures using correlation," IEEE Trans. Pattern Analysis and Machine Intelligence, 5, pp. 64-69, 1983.
3. L.S. Davis, S.A. Johns, and J.K. Aggarawal, "Texture analysis using generalized cooccurrence matrices," IEEE Trans. Pattern Analysis and Machine Intelligence, 1, pp. 251-259, 1979.
4. T. Ojala, M. Pietikäinen, and T. Mäenpää, "Multiresolution gray-scale and rotation invariant texture classification with local binary patterns," IEEE Trans. Pattern Analysis and Machine Intelligence, 24, pp. 971-987, 2002.
5. M. Shahshahani and A. Tavakoli Targhi, "A simple set of numerical invariants for the analysis of images," (submitted), 2003.
6. H.-C. Hsin, "Texture segmentation using modulated wavelet transform," IEEE Trans. Image Processing, 9, pp. 1299-1302, 2000.
7. R. A. Horn and C. R. Johnson. Matrix Analysis, Cambridge University Press, 1991.