Title :
Clarifying the implementation of warping in the combined local global method for optic flow computation
Author :
Fezzani, Riadh ; Champagnat, Frederic ; Le Besnerais, Guy
Author_Institution :
ONERA/DTIM, Chatillon, France
Abstract :
The field of optical flow techniques in vision is presently dominated by global variational techniques based on pixel-wise matching costs, ie. based on the Horn & Schunck paradigm, as opposed to local window based matching costs, ie. based on the Lucas-Kanade paradigm. Motivated by the needs of some difficult real world data we underline the practical interest of the combined local global (CLG) method proposed by Bruhn et al. that combines both approaches. We will show that embedding the basic first order CLG equations in a large displacement iterative framework leads to a technical difficulty. We shall see how Bruhn et al. implicitly deal with this difficulty and we will propose an alternative approximation that yields fewer computations and performs equally well.
Keywords :
image matching; image sequences; iterative methods; variational techniques; Horn & Schunck paradigm; Lucas-Kanade paradigm; combined local global method; first order CLG equation; global variational technique; large displacement iterative framework; local window based matching cost; optical flow technique; pixel-wise matching cost; Context; Estimation; Integrated optics; Iterative methods; Optical imaging; Optical sensors; Robustness;
Conference_Titel :
Signal Processing Conference, 2010 18th European
Conference_Location :
Aalborg