DocumentCode :
462976
Title :
An Arbitrary Point Tracking using Multi-scale Refined Optical Flow
Author :
Lee, Jaekwang ; Park, Chang-Joon ; Lee, In-Ho
Author_Institution :
Digital Actor Res. Team, Electron. & Telecommun. Res. Inst., Daejeon
Volume :
1
fYear :
2007
fDate :
12-14 Feb. 2007
Firstpage :
373
Lastpage :
377
Abstract :
This paper describes an algorithm for an arbitrary point tracking using multi-scale refined optical flow. Spatio-temporal approach used for optical flow estimation has been often criticized because of their limitations in handling large motions. We propose a novel method how to adapt it in a multi-scale refined strategy in this paper. In order to calculate optical flow which is sensitive to small and big motion, multi-scale representation is used and when combining two methods, Lucas-Kanade´s optical flow estimation and multi-scale representation, refined method is used to prevent estimation error from increasing as the pyramid level goes down from top level. In addition, an accuracy of estimation is enhanced using optical flow constraints and also it makes possible to track points which has no characteristics of edge or corner using surrounded optical flow information of the point in an image. The proposed algorithm is implemented and primary results are shown in this paper.
Keywords :
image representation; image sequences; iterative methods; arbitrary point tracking; iterative optical flow; multi-scale refined optical flow; multi-scale representation; optical flow estimation; Cameras; Computer vision; Estimation error; Image analysis; Image motion analysis; Low pass filters; Motion estimation; Optical filters; Optical sensors; Spatiotemporal phenomena; Lucas-Kanade; multi-scale representation; optical flow; point tracking;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Advanced Communication Technology, The 9th International Conference on
Conference_Location :
Gangwon-Do
ISSN :
1738-9445
Print_ISBN :
978-89-5519-131-8
Type :
conf
DOI :
10.1109/ICACT.2007.358375
Filename :
4195154
Link To Document :
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