Title :
A PDE-Based Method For Optical Flow Estimation
Author :
Zongqing Lu ; Weixin Xie ; Jihong Pei
Author_Institution :
Sch. of Electron. Eng., Xidian Univ., Xi´an
Abstract :
In this paper, we proposed a new method for accurate optical flow estimation. The significance of this work is twofold. First in this paper we showed that the optical flow estimation could be viewed as a diffusion-reaction process (PDE-based) instead of a variational problem of minimizing some energy functions. The minimization often need the corresponding regularizer be restricted to some forms with convex and differentiate in view of convergence and the Euler-Lagrange equation. Second, we adopted coherence enhancing scheme as the diffusion part of the diffusion-reaction equation to encourage smoothing along motion boundaries and preserving them. Qualitative and quantitative results for synthetic and real-world scenes demonstrate that the new method can produce an accurate result
Keywords :
diffusion; image sequences; motion estimation; partial differential equations; smoothing methods; Euler-Lagrange equation; PDE-based method; diffusion-reaction equation; diffusion-reaction process; energy functions; minimization; optical flow estimation; Differential equations; Image motion analysis; Image sequences; Information processing; Laplace equations; Motion estimation; Optical computing; Optical noise; Smoothing methods; Taylor series;
Conference_Titel :
Pattern Recognition, 2006. ICPR 2006. 18th International Conference on
Conference_Location :
Hong Kong
Print_ISBN :
0-7695-2521-0
DOI :
10.1109/ICPR.2006.149