Title :
Wavelet based analysis of rotational motion in digital image sequences
Author :
Kong, Mingqi ; Leduc, Jean-Pierre ; Ghosh, Bajoy K. ; Corbett, Jon ; Wickerhauser, Victor M.
Author_Institution :
Dept. of Syst. Sci. & Math., Washington Univ., St. Louis, MO, USA
Abstract :
This paper addresses the problem of estimating, analyzing and tracking objects moving with spatio-temporal rotational motion (spin or orbit). It is assumed that the digital signals of interest are acquired from a camera and structured as digital image sequences. The trajectories in the signal are two-dimensional spatial projections in time of motion taking place in a three-dimensional space. The purpose of this work is to focus on the rotational motion, i.e. estimate the angular velocity. In natural scenes, rotational motion usually composes with translational or accelerated motion on a trajectory. This paper shows that trajectory parameters and rotational motion can be efficiently estimated and tracked either simultaneously or separately. The final goal of this work is to provide selective reconstructions of moving objects of interest. This paper constructs new continuous wavelet transforms that can be tuned to both translational and rotational motion. The parameters of analysis that are taken into account in these rotational wavelet transforms are space and time position, velocity, spatial scale, angular orientation and angular velocity. The continuous wavelet functions are finally discretized for signal processing. The link between rotational motion, symmetry and critical sampling is also presented. Applications are presented with tracking and estimation
Keywords :
Kalman filters; Lie algebras; angular velocity; digital signals; filtering theory; image reconstruction; image sampling; image sequences; motion estimation; tracking; wavelet transforms; 2D spatial projections; Kalman filter; Lie algebra; accelerated motion; angular orientation; angular velocity; angular velocity estimation; camera; continuous wavelet transforms; critical sampling; digital image sequences; digital signals; harmonic oscillator; moving object reconstructions; object tracking; rotational motion; signal processing; signal trajectories; spatial scale; spatio-temporal rotational motion; three-dimensional space; time position; trajectory parameters; wavelet based analysis; Angular velocity; Continuous wavelet transforms; Digital images; Image analysis; Image motion analysis; Motion analysis; Motion estimation; Tracking; Wavelet analysis; Wavelet transforms;
Conference_Titel :
Acoustics, Speech and Signal Processing, 1998. Proceedings of the 1998 IEEE International Conference on
Conference_Location :
Seattle, WA
Print_ISBN :
0-7803-4428-6
DOI :
10.1109/ICASSP.1998.678099