Robust real time vehicle contour tracking on moving camera aerial infra red imagery

In this paper, we propose a real time, robust contour tracker for vehicles in IR images captured from an aerial moving camera. Lack of a background model, lack of a motion model and lack of any training data make the job challenging, but realistic. We compare a standard approach of contour evolution using energy minimization in the snakes algorithm with our Harris corner based Elliptical Fourier contour representation. We show that our approach produces better results and is robust to different initialization strategies.

[1]  Shaohua Kevin Zhou,et al.  Integrated Detection, Tracking and Recognition for IR Video-Based Vehicle Classification , 2006, 2006 IEEE International Conference on Acoustics Speech and Signal Processing Proceedings.

[2]  Caixia Liu,et al.  Image Segmentation with GVF Snake and Corner Detection , 2008, 2008 International Conference on Computer Science and Software Engineering.

[3]  Irina Mocanu Image Retrieval by Shape Based on Contour Techniques A Comparative Study , 2007, 2007 4th International Symposium on Applied Computational Intelligence and Informatics.

[4]  Xiaolin Qiao,et al.  A new corner matching algorithm based on gradient , 2008, 2008 9th International Conference on Signal Processing.

[5]  Guojun Lu,et al.  A Robust Corner Matching Technique , 2007, 2007 IEEE International Conference on Multimedia and Expo.

[6]  Faouzi Ghorbel,et al.  Fourier-Based Invariant Shape Prior for Snakes , 2006, 2006 IEEE International Conference on Acoustics Speech and Signal Processing Proceedings.

[7]  Cyrus Shahabi,et al.  Image retrieval by shape: a comparative study , 2000, 2000 IEEE International Conference on Multimedia and Expo. ICME2000. Proceedings. Latest Advances in the Fast Changing World of Multimedia (Cat. No.00TH8532).

[8]  Ju-Jang Lee,et al.  Visual tracking using Snake based on target's contour information , 2001, ISIE 2001. 2001 IEEE International Symposium on Industrial Electronics Proceedings (Cat. No.01TH8570).

[9]  Manolis I. A. Lourakis,et al.  A graph-based approach to corner matching using mutual information as a local similarity measure , 2004, ICPR 2004.

[10]  James S. Duncan,et al.  Boundary Finding with Parametrically Deformable Models , 1992, IEEE Trans. Pattern Anal. Mach. Intell..