Title :
Dense optical flow by iterative local window registration
Author :
Le Besnerais, Guy ; Champagnat, Frédéric
Author_Institution :
Office Nat. d´´Etudes et de Recherches Aerospatiales, Chatillon, France
Abstract :
We study dense optical flow estimation using iterative registration of local window, also known as iterative Lucas-Kanade (LK) [B. Lucas et al, 1981]. We show that the usual iterative-warping scheme encounters divergence problems and propose a modified scheme with better behavior. It yields good results with a much lower cost than the exact dense LK algorithm, on simulated and real sequences.
Keywords :
image registration; image sequences; iterative methods; convergent scheme; dense optical flow estimation; iterative Lucas-Kanade algorithm; iterative local window registration; Design for disassembly; Image motion analysis; Interpolation; Iterative algorithms; Least squares methods; Newton method; Nonlinear optics; Optical filters; Recursive estimation; Spline;
Conference_Titel :
Image Processing, 2005. ICIP 2005. IEEE International Conference on
Print_ISBN :
0-7803-9134-9
DOI :
10.1109/ICIP.2005.1529706