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
Link To Document :
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