TY - GEN
T1 - Sparse line-optical flow field computing method based on lines matching
AU - Guan, Zhen Yu
AU - Li, Jie
AU - Yang, Huan
PY - 2014
Y1 - 2014
N2 - This paper brings out a new sparse line-optical flow field computing method. Firstly, we establish a lines matching algorithm based on Kalman Filter (KF). In this algorithm, we map lines in an image into Hough space, after that we employ KF to predict the position in the following frame in order to match lines in image sequence. Secondly, we present the concept of sparse line-optical flow field of images and propose the calculation method of it. By using the camera perspective projection model and the optical flow Identity, we can get the sparse line-optical flow field. Simulations is made in the following step, and results show that the lines matching algorithm works well and the accuracy of the calculation method proposed in this paper is as good as that of the classic Horn algorithm, while the calculating time-cost of it is only 1/30 Horn algorithm's.
AB - This paper brings out a new sparse line-optical flow field computing method. Firstly, we establish a lines matching algorithm based on Kalman Filter (KF). In this algorithm, we map lines in an image into Hough space, after that we employ KF to predict the position in the following frame in order to match lines in image sequence. Secondly, we present the concept of sparse line-optical flow field of images and propose the calculation method of it. By using the camera perspective projection model and the optical flow Identity, we can get the sparse line-optical flow field. Simulations is made in the following step, and results show that the lines matching algorithm works well and the accuracy of the calculation method proposed in this paper is as good as that of the classic Horn algorithm, while the calculating time-cost of it is only 1/30 Horn algorithm's.
KW - Camera perspective projection model
KW - Kalman filter
KW - Lines matching
KW - Sparse line-optical flow field
UR - https://www.scopus.com/pages/publications/84893964999
U2 - 10.4028/www.scientific.net/AMM.496-500.2099
DO - 10.4028/www.scientific.net/AMM.496-500.2099
M3 - Conference contribution
AN - SCOPUS:84893964999
SN - 9783037859926
T3 - Applied Mechanics and Materials
SP - 2099
EP - 2107
BT - Frontiers of Manufacturing and Design Science IV
T2 - 4th International Conference on Frontiers of Manufacturing and Design Science, ICFMD 2013
Y2 - 10 September 2013 through 12 September 2013
ER -