DocumentCode :
2592662
Title :
Reliability index of optical flow that considers error margin of matches and stabilizes camera movement estimation
Author :
Adachi, Eisuke ; Kurita, Takio ; Otsu, Nobuyuki
Author_Institution :
National Inst. of Adv. Ind. Sci. & Technol., Tsukuba
Volume :
1
fYear :
0
fDate :
0-0 0
Firstpage :
699
Lastpage :
702
Abstract :
A reliability index that evaluates the quality of optical flow is needed because the accuracy of estimation of camera movement or the shape of the environment depends on the accuracy of optical flow. A reliability index using spatial brightness gradient information has already been proposed, and its effectiveness has been confirmed. In this paper, we propose a reliability index that considers the error margin of matches in addition to the spatial brightness gradient information. The result of experiments showed that considering the error margin of matches increases the performance of the reliability index. It was also found that the camera movement can be estimated from optical flow in a synthetic image to which the camera movement was known beforehand. Then, it was confirmed that rejecting using the reliability index improves the accuracy of estimation. Moreover, in an experiment in witch changing of noise was added to the image sequence, it was shown that moderate noise stabilized the movement estimation
Keywords :
cameras; covariance matrices; image matching; image sequences; motion estimation; camera movement estimation; image sequence; optical flow quality; reliability index; spatial brightness gradient; Brightness; Cameras; Image motion analysis; Image resolution; Image sequences; Noise shaping; Optical noise; Optimization methods; Shape; Spatial resolution;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Pattern Recognition, 2006. ICPR 2006. 18th International Conference on
Conference_Location :
Hong Kong
ISSN :
1051-4651
Print_ISBN :
0-7695-2521-0
Type :
conf
DOI :
10.1109/ICPR.2006.992
Filename :
1698988
Link To Document :
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