Texture Representation and Synthesis Using Correlation of Complex Wavelet Coefficient Magnitudes

作者: Eero P. Simoncelli , Javier Portilla

DOI:

关键词:

摘要: We present a statistical characterization of texture images in the context an overcomplete complex wavelet transform. The is based on empirical observatio ns regularities such images, and parameterized by (1) local auto-correlatio n coefficients each subband; (2) both auto-correlation cross-correlation o f coefficient magnitudes at other orientations spatial scales; (3) first few moments th e image pixel histogram. develop efficient algorithm for synthesizing random im ages subject to these constraints using alternated projections, demonstrate its effectivenes s wide range synthetic natural textures. also show flexibility repres entation, applying variety tasks which can be viewed as constrained synthesis problems. Vision arguably our most important sensory system, judging from ubiquity visual forms communication, large proportion human brain devoted processing. Never

参考文章(65)
Hans Knutsson, Gösta H. Granlund, Texture Analysis Using Two-Dimensional Quadrature Filters ,(1983)
M R Turner, Texture discrimination by Gabor functions Biological Cybernetics. ,vol. 55, pp. 71- 82 ,(1986) , 10.1007/BF00341922
Norma Van Surdam Graham, Visual Pattern Analyzers ,(1989)
Rosalind W. Picard, Ashok Chhabedia Popat, Conjoint probabilistic subband modeling Massachusetts Institute of Technology. ,(1997)
D. Youla, Generalized Image Restoration by the Method of Alternating Orthogonal Projections IEEE Transactions on Circuits and Systems. ,vol. 25, pp. 694- 702 ,(1978) , 10.1109/TCS.1978.1084541
William K. Pratt, Olivier D. Faugeras, Andre Gagalowicz, Visual Discrimination of Stochastic Texture Fields IEEE Transactions on Systems, Man, and Cybernetics. ,vol. 8, pp. 796- 804 ,(1978) , 10.1109/TSMC.1978.4309867
Haluk Derin, Howard Elliott, Modeling and Segmentation of Noisy and Textured Images Using Gibbs Random Fields IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. PAMI-9, pp. 39- 55 ,(1987) , 10.1109/TPAMI.1987.4767871
Harry Voorhees, Tomaso Poggio, Computing texture boundaries from images. Nature. ,vol. 333, pp. 364- 367 ,(1988) , 10.1038/333364A0
Martin Hassner, Jack Sklansky, The use of Markov Random Fields as models of texture Computer Graphics and Image Processing. ,vol. 12, pp. 357- 370 ,(1980) , 10.1016/0146-664X(80)90019-2
W.T. Freeman, E.H. Adelson, The design and use of steerable filters IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 13, pp. 891- 906 ,(1991) , 10.1109/34.93808