Title :
Vector Extension of Monogenic Wavelets for Geometric Representation of Color Images
Author :
Soulard, R. ; Carre, Philippe ; Fernandez-Maloigne, Christine
Author_Institution :
XLIM-SIC Dept., Univ. of Poitiers, Futuroscope Chasseneuil, France
Abstract :
Monogenic wavelets offer a geometric representation of grayscale images through an AM-FM model allowing invariance of coefficients to translations and rotations. The underlying concept of local phase includes a fine contour analysis into a coherent unified framework. Starting from a link with structure tensors, we propose a nontrivial extension of the monogenic framework to vector-valued signals to carry out a nonmarginal color monogenic wavelet transform. We also give a practical study of this new wavelet transform in the contexts of sparse representations and invariant analysis, which helps to understand the physical interpretation of coefficients and validates the interest of our theoretical construction.
Keywords :
image colour analysis; image representation; tensors; wavelet transforms; AM-FM model; color image geometric representation; contour analysis; grayscale image geometric representation; invariant analysis; nonmarginal color monogenic wavelet transform; structure tensors; vector extension; vector-valued signals; Image color analysis; Quaternions; Tensile stress; Vectors; Wavelet analysis; Wavelet transforms; Analytic signal; color; monogenic signal; monogenic wavelets; wavelet transform; Algorithms; Color; Colorimetry; Image Enhancement; Image Interpretation, Computer-Assisted; Reproducibility of Results; Sensitivity and Specificity; Wavelet Analysis;
Journal_Title :
Image Processing, IEEE Transactions on
DOI :
10.1109/TIP.2012.2226902