DocumentCode
72822
Title
Compass Rose: A Rotational Robust Signature for Optical Flow Computation
Author
Yan Niu ; Dick, Anthony ; Brooks, M.
Author_Institution
State Key Lab. of Symbol Comput. & Knowledge Eng. of the Minist. of Educ., Jilin Univ., Changchun, China
Volume
24
Issue
1
fYear
2014
fDate
Jan. 2014
Firstpage
63
Lastpage
73
Abstract
This paper proposes a new image signature, called Compass Rose, which is particularly suited to optical flow computation. It is differentiable, fast to compute, and robust to additive illumination changes, translation, and fast rotation. We design a sparse flow computation system based on the invariance of the Compass Rose signatures. This is then extended to dense motion estimation by the addition of an optional diffusion step. Quantitative testing on several benchmark sequences shows the Compass Rose attains higher accuracy than the traditional flow signatures under a range of conditions. Finally, we demonstrate its application to human motion estimation, which is challenging for optical flow methods due to fast limb rotation.
Keywords
image sequences; motion estimation; vectors; Compass Rose; dense motion estimation; human motion estimation; image signature; optical flow computation; optional diffusion step; quantitative testing; rotational robust signature; sparse flow computation system; Adaptive optics; Compass; Optical computing; Optical imaging; Optical sensors; Robustness; Vectors; Data constraint; image signature; motion estimation; optical flow; rotational robustness;
fLanguage
English
Journal_Title
Circuits and Systems for Video Technology, IEEE Transactions on
Publisher
ieee
ISSN
1051-8215
Type
jour
DOI
10.1109/TCSVT.2013.2276854
Filename
6575120
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