DocumentCode
1998657
Title
A novel tracking-by-encoding scheme based on linear programming matching
Author
Wang, Yang ; Zhang, Peng ; Liu, Zhen ; Li, Houqiang
Author_Institution
Univ. of Sci. & Technol. of China, Hefei, China
fYear
2011
fDate
15-18 May 2011
Firstpage
2629
Lastpage
2632
Abstract
In this paper, we present a new object tracking scheme. Different from conventional tracking process, the proposed method is combined with video encoding and can be easily embedded into video encoding system. The only information the tracker need is Summed Absolute Difference (SAD) generated by motion estimation during encoding. These SADs are used as soft votes in a fast Hough-Transform (HT) algorithm in parameter space of translation. This can be much faster than conventional tracking algorithm such as particle filter and more accurate than recent compress-domain approaches. Taking the advantage of HT, this approach is also robust to unstable camera, background moving and partial occlusion. The parameter space can be also extended to affine transform space with those soft votes to track scale change and partially rotation moving. We solve the latter multi-parameter problem by Linear Programming (LP) algorithm. The tracking result can also direct encoding behavior: detecting Region of Interest (ROI), adjusting QP, and etc.
Keywords
Hough transforms; cameras; computer graphics; embedded systems; linear programming; motion estimation; object tracking; video coding; affine transform space; camera; fast Hough transform algorithm; linear programming matching; motion estimation; multiparameter problem; object tracking scheme; partial occlusion; particle filter; summed absolute difference; tracking process; tracking-by-encoding scheme; video encoding; Bismuth; Decoding; Encoding; Linear programming; Pixel; Robustness; Tracking;
fLanguage
English
Publisher
ieee
Conference_Titel
Circuits and Systems (ISCAS), 2011 IEEE International Symposium on
Conference_Location
Rio de Janeiro
ISSN
0271-4302
Print_ISBN
978-1-4244-9473-6
Electronic_ISBN
0271-4302
Type
conf
DOI
10.1109/ISCAS.2011.5938144
Filename
5938144
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