Title :
On the Performance of Handoff and Tracking in a Camera Network
Author :
Li, Yiming ; Bhanu, Bir ; Nguyen, Vincent
Author_Institution :
Center for Res. in Intell. Syst., Univ. of California, Riverside, CA, USA
Abstract :
Camera handoff is an important problem when using multiple cameras to follow a number of objects in a video network. However, almost all the handoff techniques rely on a robust tracker. State-of-the-art techniques used to evaluate the performance of camera handoff use either annotated videos or simulated data, and the handoff performance is evaluated in conjunction with a tracker. This does not allow a deeper understanding into the performance of a tracker and a handoff technique separately in the real-world settings. In this paper, we evaluate three camera handoff techniques, two different color-based trackers in seven real-life cases, with varying numbers of cameras, number of objects and the changing environmental conditions. We also perform experiments on annotated videos to provide the ground-truth for all the scenarios. This evaluation of performance isolates the effect of tracking and handoff techniques and clarifies their role in a video network.
Keywords :
image colour analysis; optical tracking; video cameras; video signal processing; annotated video; camera handoff; camera network; color-based tracker; handoff performance; multiple cameras; robust tracker; video network; Cameras; Error analysis; Face; Face detection; Games; Image color analysis; Trajectory;
Conference_Titel :
Pattern Recognition (ICPR), 2010 20th International Conference on
Conference_Location :
Istanbul
Print_ISBN :
978-1-4244-7542-1
DOI :
10.1109/ICPR.2010.889