Extraction of horizontal vanishing line using shapes and statistical error propagation

In this paper we address the problem of estimating the horizontal vanishing line, making use of motion statistics derived from a video sequence. The computation requires the satisfying of a number of corresponding object’s height measurement; and in our approach these are extracted using motion statistics. These easy-to-compute statistics enable accurate determination of average shape of every point in the image. Thanks to the use of motion statistics and error propagation formulas in the intermediate steps, our approach gives robust results. The outcomes show that our approach gives accurate results in the context of different environments. * Corresponding author.

[1]  Rita Cucchiara,et al.  Detecting Moving Objects, Ghosts, and Shadows in Video Streams , 2003, IEEE Trans. Pattern Anal. Mach. Intell..

[2]  László Havasi,et al.  Estimation of Common Groundplane Based on Co-motion Statistics , 2004, ICIAR.

[3]  O. Kallenberg Foundations of Modern Probability , 2021, Probability Theory and Stochastic Modelling.

[4]  Robert M. Haralick Propagating covariance in computer vision , 1994, Proceedings of 12th International Conference on Pattern Recognition.

[5]  Robert M. Haralick,et al.  Propagating covariance in computer vision , 1994, Proceedings of 12th International Conference on Pattern Recognition.

[6]  W. Eric L. Grimson,et al.  Learning Patterns of Activity Using Real-Time Tracking , 2000, IEEE Trans. Pattern Anal. Mach. Intell..

[7]  O DudaRichard,et al.  Use of the Hough transformation to detect lines and curves in pictures , 1972 .

[8]  I. Reid,et al.  Single view metrology , 1999, ICCV 1999.

[9]  Qiang Li,et al.  Randomised hough transform with error propagation for line and circle detection , 2003, Pattern Analysis & Applications.

[10]  Alfred M. Bruckstein,et al.  Heteroscedastic Hough Transform (HtHT): An Efficient Method for Robust Line Fitting in the 'Errors in the Variables' Problem , 2000, Comput. Vis. Image Underst..

[11]  Tamás Szirányi,et al.  Estimation of the vanishing point in camera-mirror scenes from video. , 2006, Optics letters.

[12]  Ramakant Nevatia,et al.  Self-calibration of a camera from video of a walking human , 2002, Object recognition supported by user interaction for service robots.