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Vehicle Trajectory Approximation and Classification (1998)  (Make Corrections)  (1 citation)
Roberto Fraile, Steve Maybank
British Machine Vision Conference



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Hidden Markov Models and Variational Calculus used to model vehicle trajectories

Abstract: We present a variational technique for finding low curvature smooth approximations to trajectories in the plane. The method is applied to short segments of a vehicle trajectory in a known ground plane. Estimates of the speed and steering angle are obtained for each segment and the motion during the segment is assigned to one of the four classes: ahead, left, right, stop. A hidden Markov model for the motion of the car is constructed and the Viterbi algorithm is used to find the sequence of... (Update)

Context of citations to this paper:   More

.... that link the triangles between frames, or, at a higher level, as a continuous function of time, describing those transformations [5]. The advantage of considering the trajectory model and the three dimensional shape model together, is that we can define a single...

Cited by:   More
Building 3D Models of Vehicles for Computer Vision - Fraile, Maybank (1999)   (Correct)

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BibTeX entry:   (Update)

R. Fraile and S. J. Maybank. Vehicle trajectory approximation and classification. In P. H. Lewis and M. S. Nixon, editors, British Machine Vision Conference, 1998. http://citeseer.ist.psu.edu/fraile98vehicle.html   More

@inproceedings{ fraile1998a,
          author =       "R. Fraile and S. J. Maybank",
          title =        "Vehicle Trajectory Approximation and Classification",
          editor =       "Paul H. Lewis and Mark S. Nixon",    
          booktitle =    "British Machine Vision Conference",
          year =         "1998",
          url = "citeseer.ist.psu.edu/fraile98vehicle.html" }
Citations (may not include all citations):
362   An introduction to hidden Markov models (context) - Rabiner, Juang - 1996
79   Robust multiple car tracking with occlusion reasoning - Koller, Weber et al. - 1994
60   The Mathematica Book (context) - Wolfram - 1996
37   Center for the Study of Language and Information (context) - Knuth, Programming - 1992
29   Visual interpretation of known objects in constrained scenes - Sullivan - 1992
16   the application of vector quantization and hidden Markov met.. (context) - Rabiner, Levinson et al. - 1983
15   Oliver and Boyd (context) - The, Ordinary et al. - 1968
12   pose estimation by fitting image gradients directly to polyh.. (context) - Kollnig, Nagel
11   Model-based vision for traffic scenes using the ground plane.. (context) - Sullivan - 1994
6   A filter for visual tracking based on a stochastic model for.. - Maybank, Worrall et al. - 1996
2   Lectures on the Calculus of Variations (context) - Bolza - 1961
1   Baker A simple intuitive camera calibration tool for natural.. (context) - Worrall, Sullivan - 1994
1   Worrall Path prediction and classification based on nonlinea.. (context) - Maybank - 1997

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