DocumentCode :
266398
Title :
Computation scalable disparity estimation for delay sensitive 3D video surveillance system
Author :
Yun Ye ; Song Ci ; Yanwei Liu
Author_Institution :
Univ. of Nebraska-Lincoln, Omaha, NE, USA
fYear :
2014
fDate :
26-29 Aug. 2014
Firstpage :
210
Lastpage :
215
Abstract :
Disparity estimation is an important task in many 3D video surveillance applications. How to generate the disparity information at the front end under limited delay budget is very challenging in a real-time surveillance system. In this paper, we tackle this problem through adopting multiresolution strategy in the disparity estimation process. Our contribution is twofold. First, unlike existing coarse-to-fine strategies based on uniform sampling, we present a fast disparity estimation algorithm based on nonuniform sampling at the coarse level. The disparity values of the non-samples are initially interpolated through Delaunay Triangulation, and then are refined through bilateral filtering. The content-aware nonuniform sampling provides better disparity approximation in the triangulated interpolation, and consequently leads to faster convergence in the refinement procedure. Second, we model the computation time in the disparity estimation process for execution assistance in the delay sensitive surveillance system. Both the sampling cell size and the data resolution are considered in this model, in order to accommodate different runtime requirements. Experimental results demonstrate the efficiency of the proposed scheme.
Keywords :
filtering theory; image matching; image resolution; image sampling; interpolation; real-time systems; video surveillance; Delaunay triangulation; bilateral filtering; content-aware nonuniform sampling; delay sensitive 3D video surveillance system; disparity approximation; multiresolution strategy; real time surveillance system; scalable disparity estimation; triangulated interpolation; Accuracy; Computational modeling; Estimation; Filtering; Interpolation; Nonuniform sampling;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Advanced Video and Signal Based Surveillance (AVSS), 2014 11th IEEE International Conference on
Conference_Location :
Seoul
Type :
conf
DOI :
10.1109/AVSS.2014.6918670
Filename :
6918670
Link To Document :
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