TY - GEN
T1 - Robust computation of optical flow field with large motion
AU - Zhang, Zexu
AU - Li, Jinzong
AU - Wei, Xiangquan
PY - 2004
Y1 - 2004
N2 - The robust computation of large motion has been an important but difficult problem in dynamic scene analysis, This paper presents a novel algorithm to determine optical flow field with large motion from the sequences of images. The algorithm integrates the modified gradient constraint equation with the anisotropic diffusion, which not only decreases the error of constant image brightness assumption caused by large motion, but also alleviates the error propagation effect, The algorithm is based on a multi-scale Gaussian pyramid. The large-scale intensity information at coarse image level is first used to obtain rough estimations of image motion, which are then refined by using the small-scale intensity information at fine image level, Experiments on synthetic and real image sequences have shown that the method had good computation accuracy and robustness for large motion.
AB - The robust computation of large motion has been an important but difficult problem in dynamic scene analysis, This paper presents a novel algorithm to determine optical flow field with large motion from the sequences of images. The algorithm integrates the modified gradient constraint equation with the anisotropic diffusion, which not only decreases the error of constant image brightness assumption caused by large motion, but also alleviates the error propagation effect, The algorithm is based on a multi-scale Gaussian pyramid. The large-scale intensity information at coarse image level is first used to obtain rough estimations of image motion, which are then refined by using the small-scale intensity information at fine image level, Experiments on synthetic and real image sequences have shown that the method had good computation accuracy and robustness for large motion.
KW - Dynamic scene analysis flow velocity
KW - Optical flow field multi-scale robustness
UR - https://www.scopus.com/pages/publications/10444238516
M3 - 会议稿件
AN - SCOPUS:10444238516
SN - 0780384075
T3 - 2004 7th International Conference on Signal Processing Proceedings, ICSP
SP - 895
EP - 898
BT - 2004 7th International Conference on Signal Processing Proceedings, ICSP
T2 - 2004 7th International Conference on Signal Processing Proceedings, ICSP
Y2 - 31 August 2004 through 4 September 2004
ER -