DocumentCode :
1870869
Title :
Shadow-resistant tracking in video
Author :
Jiang, Hao ; Drew, Mark S.
Author_Institution :
Simon Fraser Univ., Vancouver, BC, Canada
Volume :
3
fYear :
2003
fDate :
6-9 July 2003
Abstract :
In this paper, we present a new method for tracking objects with shadows. Traditional motion-based tracking schemes cannot usually distinguish the shadow from the object itself, and this results in a falsely captured object shape, posing a severe difficulty for a pattern recognition task. In this paper we present a color processing scheme to project the image into an illumination invariant space such that the shadow´s effect is greatly attenuated. The optical flow in this projected image together with the original image is used as a reference for object tracking so that we can extract the real object shape in the tracking process. We present a modified snake model for general video object tracking. Two new external forces are introduced into the snake equation based on the predictive contour such that (1) the active contour is attracted to a shape similar to the one in the previous video frame, and (2) chordal string constraints across the shape are applied so that the snake is correctly maintained when only partial features are obtained in some frames. The proposed method can deal with the problem of an object´s ceasing movements temporarily, and can also avoid the problem of the snake tracking into the object interior. Global affine motion compensation makes the method applicable in a general video environment. Experimental results show that the proposed method can track the real object even if there is strong shadow influence.
Keywords :
image colour analysis; motion compensation; object detection; video signal processing; chordal string constraints; color processing scheme; contour prediction; global affine motion compensation; illumination invariant space; optical flow; predictive contour; shadow-resistant tracking; snake equation; snake model; snake tracking; video object tracking; Active contours; Color; Equations; Image motion analysis; Lighting; Motion compensation; Optical attenuators; Pattern recognition; Shape; Tracking;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Multimedia and Expo, 2003. ICME '03. Proceedings. 2003 International Conference on
Print_ISBN :
0-7803-7965-9
Type :
conf
DOI :
10.1109/ICME.2003.1221252
Filename :
1221252
Link To Document :
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