Multivalued Background/Foreground Separation for Moving Object Detection

作者: Lucia Maddalena , Alfredo Petrosino

DOI: 10.1007/978-3-642-02282-1_33

关键词:

摘要: The detection of moving objects is usually approached by background subtraction, i.e. constructing and maintaining an up-to-date model the detecting as those that deviate from such a model. We adopt previously proposed approach to subtraction based on self organization through artificial neural networks, has been shown well cope with several known issues for maintenance, featuring high accuracy different types videos taken stationary cameras. Here we formulate fuzzy update procedure deal decision problems typically arising when crisp settings are involved. show experimental results higher values can be reached color video sequences represent typical situations critical object detection.

参考文章(17)
Hongxun zhang, De xu, Fusing Color and Texture Features for Background Model Fuzzy Systems and Knowledge Discovery. pp. 887- 893 ,(2006) , 10.1007/11881599_110
Fida El Baf, Thierry Bouwmans, Bertrand Vachon, Type-2 Fuzzy Mixture of Gaussians Model: Application to Background Modeling Advances in Visual Computing. pp. 772- 781 ,(2008) , 10.1007/978-3-540-89639-5_74
Sen-ching S. Cheung, Chandrika Kamath, Robust techniques for background subtraction in urban traffic video visual communications and image processing. ,vol. 5308, pp. 881- 892 ,(2004) , 10.1117/12.526886
D. Culibrk, O. Marques, D. Socek, H. Kalva, B. Furht, Neural Network Approach to Background Modeling for Video Object Segmentation IEEE Transactions on Neural Networks. ,vol. 18, pp. 1614- 1627 ,(2007) , 10.1109/TNN.2007.896861
C. Stauffer, W.E.L. Grimson, Adaptive background mixture models for real-time tracking computer vision and pattern recognition. ,vol. 2, pp. 246- 252 ,(1999) , 10.1109/CVPR.1999.784637
M. Piccardi, Background subtraction techniques: a review systems, man and cybernetics. ,vol. 4, pp. 3099- 3104 ,(2004) , 10.1109/ICSMC.2004.1400815
Shireen Y. Elhabian, Khaled M. El-Sayed, Sumaya H. Ahmed, Moving Object Detection in Spatial Domain using Background Removal Techniques - State-of-Art Recent Patents on Computer Science. ,vol. 1, pp. 32- 54 ,(2008) , 10.2174/1874479610801010032
Fida El Baf, Thierry Bouwmans, Bertrand Vachon, Fuzzy integral for moving object detection ieee international conference on fuzzy systems. pp. 1729- 1736 ,(2008) , 10.1109/FUZZY.2008.4630604
Jia Zeng, Lei Xie, Zhi-Qiang Liu, Type-2 fuzzy Gaussian mixture models Pattern Recognition. ,vol. 41, pp. 3636- 3643 ,(2008) , 10.1016/J.PATCOG.2008.06.006