Calibration and Comparison of Visual Tracking on the Ground for Multi Camera Tracking

Tracking is an important field in visual surveillance systems. Trackers have been applied traditionally in the image, but a new concept of tracking has been used gradually, applying the tracking on the ground map of the surrounding area. The purpose of this article is to compare both alternatives and prove that this new usage makes possible to obtain a higher performance and a minimization of the projective effects. Moreover, it provides the concept of multi-camera as a new tool for mobile object tracking in surveillance scenes, because a common reference system can be defined without increasing complexity. An automatic camera re-calibration procedure is also proposed, which avoids some practical limitations of the approach.

[1]  Peter J. Rousseeuw,et al.  Robust regression and outlier detection , 1987 .

[2]  Sanjeev Khanna,et al.  Target tracking with distributed sensors: The focus of attention problem , 2005, Comput. Vis. Image Underst..

[3]  R. E. Kalman,et al.  A New Approach to Linear Filtering and Prediction Problems , 2002 .

[4]  Carlos Orrite-Uruñuela,et al.  Detected motion classification with a double-background and a Neighborhood-based difference , 2003, Pattern Recognit. Lett..

[5]  Richard I. Hartley,et al.  In Defense of the Eight-Point Algorithm , 1997, IEEE Trans. Pattern Anal. Mach. Intell..

[6]  T. Ebrahimi,et al.  Change detection and background extraction by linear algebra , 2001, Proc. IEEE.

[7]  Andrew Zisserman,et al.  Geometric invariance in computer vision , 1992 .

[8]  Peter J. Rousseeuw,et al.  Robust Regression and Outlier Detection , 2005, Wiley Series in Probability and Statistics.

[9]  Ian D. Reid,et al.  A plane measuring device , 1999, Image Vis. Comput..

[10]  Josechu J. Guerrero,et al.  Robust Line Matching and Estimate of Homographies Simultaneously , 2003, IbPRIA.

[11]  Murat Kunt,et al.  Spatiotemporal Segmentation Based on Region Merging , 1998, IEEE Trans. Pattern Anal. Mach. Intell..

[12]  Lily Lee,et al.  Monitoring Activities from Multiple Video Streams: Establishing a Common Coordinate Frame , 2000, IEEE Trans. Pattern Anal. Mach. Intell..

[13]  David Suter,et al.  Visual tracking with automatic motion model switching , 2001, Pattern Recognit..

[14]  Y. Bar-Shalom Tracking and data association , 1988 .