A NONLINEAR VARIATIONAL PROBLEM FOR IMAGE MATCHING

被引:110
作者
AMIT, Y [1 ]
机构
[1] BROWN UNIV,DIV APPL MATH,PROVIDENCE,RI 02912
关键词
IMAGE MATCHING; MOVEMENT COMPENSATION; NONLINEAR VARIATIONAL PROBLEM; SPECTRAL METHODS; WAVELETS;
D O I
10.1137/0915014
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Minimizing a nonlinear functional is presented as a way of obtaining a planar mapping that matches two similar images. A smoothing term is added to the nonlinear functional to penalize discontinuous and irregular solutions. One option for the smoothing term is a quadratic form generated by a linear differential operator. The functional is men minimized using the Fourier representation of the planar mapping. With this representation the quadratic form is diagonalized. Another option is a quadratic form generated via a basis of compactly supported wavelets. In both cases, a natural approximation scheme is described. Both quadratic forms are shown to impose the same smoothing. However, in terms of the finite dimensional approximations, it is easier to accommodate local deformations using the wavelet basis.
引用
收藏
页码:207 / 224
页数:18
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