DocumentCode :
3307797
Title :
A multiscale technique for optical flow computation using piecewise affine approximation
Author :
Le, Ha V. ; Seetharaman, Guna ; Zavidovique, Bertrand
Author_Institution :
Center for Adv. Comput. Studies, Univ. of Louisiana, Lafayette, LA
fYear :
2003
fDate :
12-16 May 2003
Lastpage :
230
Abstract :
We present a technique to estimate the optical flow in an image sequence, based on a piecewise affine model. In this piecewise approach, the area of interest in each image frame is divided into a set of small triangular patches. These triangular meshes are established over a set of feature points, which are extracted from the images and tracked from one frame to another. The velocity field within each triangular patch is parameterized by an affine transform. A multiscale coarse-to-fine approach is employed to increase the robustness of the method as well as the accuracy of the optical flow resulted from piecewise affine approximations. Finally, an adaptive filter is used to refine the estimated flow field. The filter is designed in such a way that not only can it reduce noises caused by errors of the process described above, but it can also avoid smoothing the discontinuities in the motion field. The method has been implemented and some experimental results are presented in this paper. The method takes advantage of widely used MPEG-4 encoding hardware/software tools
Keywords :
adaptive filters; affine transforms; feature extraction; image sequences; mesh generation; MPEG-4 encoding hardware-software tool; adaptive filter; affine transform; feature extraction; image sequence; multiscale technique; optical flow computation; piecewise affine approximation; triangular mesh; Adaptive filters; Image motion analysis; Image sequences; MPEG 4 Standard; Noise reduction; Noise robustness; Optical computing; Optical filters; Optical noise; Smoothing methods;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer Architectures for Machine Perception, 2003 IEEE International Workshop on
Conference_Location :
New Orleans, LA
Print_ISBN :
0-7803-7970-5
Type :
conf
DOI :
10.1109/CAMP.2003.1598167
Filename :
1598167
Link To Document :
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