Title :
Motion estimation using complex wavelets
Author :
Magarey, Julian ; Kingsbury, Nick
Author_Institution :
Dept. of Eng., Cambridge Univ., UK
Abstract :
This paper describes a new wavelet-based approach to the motion estimation problem for digital video. A complex-valued discrete wavelet transform is used to decompose each frame into a subsampled directionally bandpass filtered hierarchy. The transform is defined so that at each level there is an approximate correspondence between local translation and coefficient phase shift. This relationship is used to estimate motion within each orientation subband. The estimates are combined over all orientations and scales using a coarse-to-fine refinement strategy to produce a fractional-pel accurate motion field with a directional confidence measure. The technique is suitable for video compression schemes and can also be used for stereo vision and image registration
Keywords :
band-pass filters; data compression; delay circuits; image registration; motion estimation; stereo image processing; transform coding; transforms; video coding; wavelet transforms; coarse-to-fine refinement strategy; coefficient phase shift; complex wavelets; complex-valued discrete wavelet transform; digital video; directional confidence measure; fractional-pel accurate motion field; frame decomposition; image registration; local translation; motion estimation; orientation subband; stereo vision; subsampled directionally bandpass filtered hierarchy; video compression; Band pass filters; Digital signal processing; Discrete wavelet transforms; Finite impulse response filter; Gabor filters; Laboratories; Motion estimation; Motion measurement; Signal processing algorithms; Video signal processing;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1996. ICASSP-96. Conference Proceedings., 1996 IEEE International Conference on
Conference_Location :
Atlanta, GA
Print_ISBN :
0-7803-3192-3
DOI :
10.1109/ICASSP.1996.547759