Title :
Optical flow estimation method to determine compensation by multi resolution of hierarchical structure
Author :
Tsusue, Takeshi ; Yamaguchi, Toru ; Harada, Hiroshi
Author_Institution :
Grad. Sch. of Sci. & Technol., Kumamoto Univ., Kumamoto, Japan
Abstract :
Optical flow is appearance of the object motion in image represented by the velocity vector distribution. In this research we use a spatiotemporal differentiation method to obtain optical flow. This method enables us to calculate velocity distribution rapidly, but the error in the approximation of derivative coefficients increases as the displacement of the moving pattern between the successive frames becomes large. This is a crucial principle defect of the spatiotemporal differentiation method. To expand the range of measurable velocity using spatiotemporal differentiation, we use the compensation method. In previous research, we used the method to divide the image into some local regions, and decided the amount of compensation based on the variance of estimated velocity. In the compensation method, it is important to decide the amount of the optimum compensation. In this research, we introduce how to decide the amount of compensation in view of the image of multi-resolution. Experimental results show that more accurate velocity is attained.
Keywords :
approximation theory; differentiation; error compensation; image classification; image representation; image resolution; image sequences; motion compensation; spatiotemporal phenomena; compensation determination; derivative coefficients approximation; error analysis; estimated velocity variance; hierarchical structure multiresolution; image classification; image multiresolution; image representation; measurable velocity; moving pattern displacement; object motion appearance; optical flow estimation method; spatiotemporal differentiation method; successive frame; velocity vector distribution calculation; Clocks; Estimation; Image resolution; Compensating method; Multi resolution of hierarchical structure; Optical flow; Spatiotemporal differentiation;
Conference_Titel :
Control, Automation and Systems (ICCAS), 2013 13th International Conference on
Conference_Location :
Gwangju
Print_ISBN :
978-89-93215-05-2
DOI :
10.1109/ICCAS.2013.6704085