Title :
Harmonic analysis for the affine group of visual motion
Author_Institution :
Centre for Cognitive Sci., Western Ontario Univ., London, Ont., Canada
Abstract :
For the task of 3D visuomotor tracking, local image-based transformations of moving object surfaces can be modeled by a six-parameter affine group on the 2D intensity function. The six degrees of freedom of the Euclidean rigid-body motion group project perspectively to a unique six-dimensional vector field group. This allows convolution kernels, to be specified by the invariants of the subgroups of 2D visual motion in terms of conjugate harmonic functions providing infinitesimal measures of the one-parameter groups comprising the local affine transformations in the moving scenes. The subgroups form a canonical basis for estimating 3D relative motion and surface orientation, as specified by the state of a quarternion. Using these convolution kernels as measures of the rigid-motion tangent space, it is possible to integrate the global trajectory on a 6D manifold by means of a standard recursive estimator
Keywords :
computational geometry; computer vision; group theory; harmonic analysis; robots; spatial reasoning; 2D intensity function; 2D visual motion; 3D relative motion; 3D visuomotor tracking; 6D manifold; Euclidean rigid-body motion group; Kalman filter; affine group; conjugate harmonic functions; convolution kernels; global trajectory; harmonic analysis; local image-based transformations; moving object surfaces; moving scenes; one-parameter groups; perspective projection; quarternion; recursive estimator; rigid-motion tangent space; six degrees of freedom; six-dimensional vector field group; subgroup invariants; surface orientation; Convolution; Harmonic analysis; Kernel; Layout; Measurement standards; Motion analysis; Motion estimation; Motion measurement; Recursive estimation; State estimation;
Conference_Titel :
Intelligent Control, 1990. Proceedings., 5th IEEE International Symposium on
Conference_Location :
Philadelphia, PA
Print_ISBN :
0-8186-2108-7
DOI :
10.1109/ISIC.1990.128456