DocumentCode :
1413561
Title :
Tracking visible boundary of objects using occlusion adaptive motion snake
Author :
Fu, Yue ; Erdem, A. Tanju ; Tekalp, A. Murat
Author_Institution :
Dept. of Electr. & Comput. Eng., Rochester Univ., NY, USA
Volume :
9
Issue :
12
fYear :
2000
fDate :
12/1/2000 12:00:00 AM
Firstpage :
2051
Lastpage :
2060
Abstract :
We propose a novel technique for tracking the visible boundary of a video object in the presence of occlusion. Starting with an initial contour that is interactively specified by the user and may be automatically refined by using intra-energy terms, the proposed technique employs piecewise contour prediction using local motion and color information on both sides of the contour segment, and contour snapping using scale-invariant intra-frame and inter-frame energy terms. The piecewise (segmented) nature of the contour prediction scheme and modeling of the motion on both sides of each contour segment enable accurate determination of whether and where the tracked boundary is occluded by another object. The proposed snake energy terms are associated with contour segments (as opposed to node points) and they are scale/resolution independent to allow multi-resolution contour tracking without the need to retune the weights of the energy terms at each resolution level. This facilitates contour prediction at coarse resolution and snapping at fine resolution with high accuracy. Experimental results are provided to illustrate the performance of the proposed occlusion detection algorithm and the novel snake energy terms that enable visible boundary tracking in the presence of occlusion.
Keywords :
adaptive signal processing; edge detection; image motion analysis; image segmentation; tracking; video signal processing; coarse resolution; color information; contour; contour prediction scheme; contour segment; contour snapping; interframe energy terms; intra-energy terms; local motion; multi-resolution contour tracking; occlusion adaptive motion snake; occlusion detection algorithm; piecewise contour prediction; scale-invariant intraframe energy terms; snake energy terms; video object; visible boundary; visible boundary tracking; Active contours; Detection algorithms; Energy resolution; Image coding; Motion detection; Object segmentation; Predictive models; Tracking; Video compression; Visual effects;
fLanguage :
English
Journal_Title :
Image Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1057-7149
Type :
jour
DOI :
10.1109/83.887973
Filename :
887973
Link To Document :
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