A new technique for background modeling and subtraction for motion detection in real-time videos

Proceedings - International Conference on Image Processing, ICIP

Volumn , Issue , 2010, Pages 3453-3456

  Azab, Maha M ^a   Shedeed, Howida A ^a   Hussein, Ashraf S ^a  

^a Ain Shams University   (Egypt)

Author keywords

Background modeling; Background subtraction; Object detection

Indexed keywords

BACKGROUND MODELING; BACKGROUND SUBTRACTION; COLOR FEATURES; COLOR INFORMATION; CONNECTED COMPONENT; CONNECTED REGION; CORE COMPONENTS; DATASET SEQUENCES; DYNAMIC ENVIRONMENTS; EDGE FEATURES; FUZZY INTEGRAL; GRAY SCALE; HIGH DETECTION RATE; ILLUMINATION VARIATION; LOCAL BINARY PATTERNS; MEDIAN FILTERING; MOTION DETECTION; OBJECT DETECTION; REAL TIME VIDEOS; STATIONARY CAMERAS; TEXTURE FEATURES; TEXTURE INFORMATION;

COLOR; IMAGING SYSTEMS; OBJECT RECOGNITION; TEXTURES;

MODELS;

EID: 78651107129     PISSN: 15224880     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICIP.2010.5653748     Document Type: Conference Paper

References (16)

1. J. Yao and J.-M. Odobez, "Multi-Layer Background Subtraction Based on Color and Texture," IEEE Conf. CVPR, pp. 1-8, 2007.
2. M. Heikkila and M. Pietikainen, "A Texture-Based Method for Modeling the Background and Detecting Moving Objects," IEEE Trans. PAMI, vol. 28, no. 4, pp. 657-662, 2006.
3. K. Kim, T.H. Chalidabhongse, D. Harwood and L. Davis, "Real-time foreground-background segmentation using codebook model," Elsevier Real-Time Imaging, vol. 11, pp. 172-185, 2005.
4. P. KaewTraKulPong and R. Bowden, "An Improved Adaptive Background Mixture Model for Real-time Tracking with Shadow Detection," Proc. 2nd European Workshop on Advanced Video Based Surveillance Systems, 2001.
5. Z. Wang, H. Xu, L. Sun, and S. Yang, "Background subtraction in dynamic scenes with adaptive spatial fusing," IEEE Int. WMSP, pp. 1 - 6, 2009.
6. B. Klare and S. Sarkar, "Background subtraction in varying illuminations using an ensemble based on an enlarged feature set," IEEE Conf. CVPR Workshops, pp. 66 - 73, 2009.
7. C.R. Wren, A. Azarbayejani, T. Darrell, and A.P. Pentland, "Pfinder: Real-Time Tracking of the Human Body," IEEE Trans. PAMI, vol. 19, no. 7, pp. 780-785, 1997.
8. S. Jabri, Z. Duric, H. Wechsler, and A. Rosenfeld, "Detection and Location of People in Video Images Using Adaptive Fusion of Color and Edge Information," Proc. IEEE Int'l Conf. Pattern Recognition, vol. 4, pp. 627-630, 2000.
9. M. Karaman, L. Goldmann, D. Yu and T. Sikora, "Comparison of Static Background Segmentation Methods," Proc. SPIE, vol. 5960, pp. 2140-2151, 2005.
10. F. El Baf, T. Bouwmans and B. Vachon, "Foreground Detection Using the Choquet Integral," IEEE Ninth Int'l WIAMIS, pp. 187-190, 2008.
11. H. Zhang, D. Xu, "Fusing color and texture features for background model," Third Int'l Conference on Fuzzy Systems and Knowledge Discovery, vol. 4223, pp. 887-893, 2006.
12. F. El Baf, T. Bouwmans and B. Vachon, "A fuzzy approach for background subtraction," IEEE Int'l Conf. on Image Processing, pp. 2648-2651, 2008.
13. K. Toyama, J. Krumm, B. Brumitt, and B. Meyers, "Wallflower: Principles and Practice of Background Maintenance," Proc. IEEE Int'l Conf. Computer Vision, vol. 1, pp. 255-261, 1999.
14. H.T. Nguyen, E.A. Walker and M. Grabisch, "Fundamentals of Uncertainty Calculi, with Applications to Fuzzy Inference," Kluwer Academic Publishers, 1995.
15. PETS 2006 Benchmark Data, http://www.cvg.rdg.ac.uk/PETS2006/data.html.
16. L. Li and W. Huang, "Statistical Modeling of Complex Background for Foreground Object Detection," IEEE Trans. Image Processing, vol. 13, no. 11, pp. 81459-1472, 2004.