Title :
Non Rigid Object Tracking in Aerial Videos by Combined Snake and Optical flow Technique
Author :
Jayabalan, E. ; Krishnan, A. ; Pugazendi, R.
Author_Institution :
Fac. of Comput. Sci., KSR Coll. of Arts & Sci., Tiruchengode
Abstract :
Tracking of moving objects in video streams with considering different dynamic backgrounds is a challenging problem in a real time dynamic environment. The proposed approach uses an observation model based on optical flow information used to know the displacement of the objects present in the scene. After finding the moving regions in the initial frame, we are applying active contour model (ACM) to track the moving objects in the further frames dynamically. These models have been used as a natural means of incorporating flow information into the tracking. The formulation of the active contour model by incorporating an additional force driven optical flow field improves the tracking speed. This algorithm efficiently works to track for low contrast videos like aerial videos.
Keywords :
edge detection; image motion analysis; image sequences; object detection; optical tracking; video signal processing; video streaming; active contour model; aerial videos; moving objects; nonrigid object tracking; object displacement; optical flow; snake technique; video streams; Active contours; Art; Cameras; Educational institutions; Image motion analysis; Optical arrays; Retina; Tracking; Vectors; Videos;
Conference_Titel :
Computer Graphics, Imaging and Visualisation, 2007. CGIV '07
Conference_Location :
Bangkok
Print_ISBN :
0-7695-2928-3
DOI :
10.1109/CGIV.2007.62