Video Detection Algorithm Using an Optical Flow Calculation Method

作者: Andrzej Głowacz , Zbigniew Mikrut , Piotr Pawlik

DOI: 10.1007/978-3-642-30721-8_12

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摘要: The article presents the concept and implementation of an algorithm for detecting counting vehicles based on optical flow analysis. effectiveness calculation time three algorithms (Lucas-Kanade, Horn-Schunck Brox) were compared. Taking into account was selected applied to separating moving objects. authors found that is effective at objects when they are subject binarisation using a fixed threshold. Thanks specialized software results obtained by compared with manual ones: total vehicle detection rate achieved 95,4%. capable analyse about 8 frames per second (Intel Core i7 920, 2.66 GHz processor, Win7x64).

参考文章(14)
Thomas Brox, Andrés Bruhn, Nils Papenberg, Joachim Weickert, None, High Accuracy Optical Flow Estimation Based on a Theory for Warping european conference on computer vision. pp. 25- 36 ,(2004) , 10.1007/978-3-540-24673-2_3
B. Galvin, B. McCane, K. Novins, D. Mason, S. Mills, Recovering Motion Fields: An Evaluation of Eight Optical Flow Algorithms british machine vision conference. pp. 1- 10 ,(1998) , 10.5244/C.12.20
Hongche Liu, Tsai-Hong Hong, Martin Herman, Ted Camus, Rama Chellappa, Accuracy vs Efficiency Trade-offs in Optical Flow Algorithms Computer Vision and Image Understanding. ,vol. 72, pp. 271- 286 ,(1998) , 10.1006/CVIU.1998.0675
S. S. Beauchemin, J. L. Barron, The computation of optical flow ACM Computing Surveys. ,vol. 27, pp. 433- 466 ,(1995) , 10.1145/212094.212141
Bruce D. Lucas, Takeo Kanade, An iterative image registration technique with an application to stereo vision international joint conference on artificial intelligence. pp. 674- 679 ,(1981)
J.L. Barron, D.J. Fleet, S.S. Beauchemin, T.A. Burkitt, Performance of optical flow techniques computer vision and pattern recognition. pp. 236- 242 ,(1992) , 10.1109/CVPR.1992.223269
Berthold K. P. Horn, B. G. Schunck, Determining optical flow: a retrospective Artificial intelligence in perspective. pp. 81- 87 ,(1994)
S. S. Beauchemin, J. L. Barron, D. J. Fleet, On optical flow international conference on artificial intelligence. pp. 3- 14 ,(1995)
Innovations in Intelligent Image Analysis Springer Publishing Company, Incorporated. ,(2011) , 10.1007/978-3-642-17934-1
Tomas Pajdla, Computer Vision - ECCV 2004 Springer Berlin Heidelberg. ,(2004) , 10.1007/B97865