TY - GEN
T1 - A spatio-temporal filtering method for motion estimation
AU - Rui, Wang
AU - Yan, Zhao
AU - Yujun, Tang
AU - Yan, Yuan
PY - 2011
Y1 - 2011
N2 - Motion estimation (ME) from image sequences is of primary importance for applications like target tracking, velocity measurement and vision guidance. By the fact that the wavelet transform has the ability to handle the signals with the non-stationary, time-varying properties, a novel spatio-temporal filtering approach based on the Continuous Wavelet Transform (CWT) to realize the motion selectivity is presented. The Fourier analysis of the signal in one dimension of space and time as well as the wavenumber-frequency domain coverage of the Morlet wavelet for different parameters are adopted to provide the strategy for motion estimation and tracking target which moves in a relatively simple mode. Experiments take place with real video sequences to demonstrate that our method has the advantage of being robust to illumination variations, noise, and being computationally efficient.
AB - Motion estimation (ME) from image sequences is of primary importance for applications like target tracking, velocity measurement and vision guidance. By the fact that the wavelet transform has the ability to handle the signals with the non-stationary, time-varying properties, a novel spatio-temporal filtering approach based on the Continuous Wavelet Transform (CWT) to realize the motion selectivity is presented. The Fourier analysis of the signal in one dimension of space and time as well as the wavenumber-frequency domain coverage of the Morlet wavelet for different parameters are adopted to provide the strategy for motion estimation and tracking target which moves in a relatively simple mode. Experiments take place with real video sequences to demonstrate that our method has the advantage of being robust to illumination variations, noise, and being computationally efficient.
KW - continuous wavelet transform
KW - motion estimation
KW - motion selectivity
KW - spatio-temporal filter
UR - https://www.scopus.com/pages/publications/80054013221
U2 - 10.1109/ICCSE.2011.6028766
DO - 10.1109/ICCSE.2011.6028766
M3 - 会议稿件
AN - SCOPUS:80054013221
SN - 9781424497188
T3 - ICCSE 2011 - 6th International Conference on Computer Science and Education, Final Program and Proceedings
SP - 830
EP - 834
BT - ICCSE 2011 - 6th International Conference on Computer Science and Education, Final Program and Proceedings
T2 - 6th International Conference on Computer Science and Education, ICCSE 2011
Y2 - 3 August 2011 through 5 August 2011
ER -