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
fDate :
March 31 2008-April 4 2008
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;
Conference_Titel :
Acoustics, Speech and Signal Processing, 2008. ICASSP 2008. IEEE International Conference on
Conference_Location :
Las Vegas, NV
Print_ISBN :
978-1-4244-1483-3
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2008.4517727