DocumentCode
3406995
Title
Confidence based optical flow algorithm for high reliability
Author
Li, Renjie ; Yu, Songyu
Author_Institution
Inst. of Image Commun. & Inf. Process., Shanghai Jiao Tong Univ., Shanghai
fYear
2008
fDate
March 31 2008-April 4 2008
Firstpage
785
Lastpage
788
Abstract
Estimation of optical flow is an important topic to provide motion information for motion analysis. This paper addresses an effective confidence based optical flow algorithm. It considers the bidirectional symmetry of forward and backward flow to compute the confidence measure for each flow estimate. According to the confidence, the reliable flow estimates have greater contribution to local averages while unreliable estimates are suppressed. The errors cannot be propagated. Since the image-driven and flow-driven discontinuity preserving methods have complementary advantages and limitations, we propose a region based method combining these two types of methods to preserve motion boundaries. Experiments on typical sequences have successfully demonstrated the validity of the proposed algorithm.
Keywords
image motion analysis; image sequences; bidirectional symmetry; confidence based optical flow algorithm; flow-driven discontinuity preserving methods; forward-backward flow; image-driven methods; motion analysis; region based method; Fluid flow measurement; Health and safety; Image communication; Image motion analysis; Motion analysis; Motion estimation; Optical computing; Optical noise; Optical propagation; Optical sensors; Confidence; optical flow; reliability; smoothness;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech and Signal Processing, 2008. ICASSP 2008. IEEE International Conference on
Conference_Location
Las Vegas, NV
ISSN
1520-6149
Print_ISBN
978-1-4244-1483-3
Electronic_ISBN
1520-6149
Type
conf
DOI
10.1109/ICASSP.2008.4517727
Filename
4517727
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