Abstract
To improve the detecting effects of moving objects, an adaptive background reconstruction algorithm based on inertial filtering is proposed in this paper. According to different properties of the moving foreground and ever-changing background, the current frame is added to the background with a specific weight value. So the background can not only keep steady, but also be reconstructed at a specific speed. Experimental results show that the algorithm can reconstruct the background quickly and effectively whenever the background changes slowly or suddenly, or the background is mixed with moving foreground, and it can improve the veracity and robustness of objects detection effectively.
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References
Horn BK and Schunk BG, Artificial Intelligence, 17 (1981), 185.
Smith SM and Brady JM, IEEE Trans. on PAMI, 17 (1995), 814.
Neri A, Colonnese S, Russo G and Talone P, Signal Processing, 66 (1998), 219.
Meier T and Ngan KN, IEEE Trans. on Circuits and Systems for Video Technology, 8 (1998), 525.
Ridder C, Munkelt O and Kirchner H, Proc. of the Int’l Conf. on Recent Advances in Mechatronics, ICRAM’95, 1995, 193.
Friedman N and Russell S, Proceedings of the 13th Conference on Uncertainty in Artificial Intelligence, 1997, 175.
ZHANG M J, LI C H and LIU M Y, Computer Engineering and Application, 41 (2005), 27. (inChinese)
Long W and Yang Y, Pattern Recognition, 23 (1990), 1351.
Kornprobst P, Deriche R and Aubert G, Journal of Mathematical Imaging and Vision, 11 (1999), 5.
Gloyer B, Aghajan HK, Siu KY and Kailath T, Proc. of the IS&T-SPIE Symp.on Electronic Imaging:Image and Video Processing, 2421 (1995), 173.
HOU Z Q and HAN C Z, Journal of Software, 16 (2005), 1568. (in Chinese)
ZHAO Y and CHANG F L, Computer Engineering and Application, 44 (2008), 104. (in Chinese)
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This work has been supported by the National Natural Science Foundation of China (Nos. 60874114 and 60674034), and the Science and Technology Program of Tianhe District of Guangzhou (No.061G035)
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Kang, Wx., Lai, Wz. & Meng, Xb. An adaptive background reconstruction algorithm based on inertial filtering. Optoelectron. Lett. 5, 468–471 (2009). https://doi.org/10.1007/s11801-009-9075-x
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DOI: https://doi.org/10.1007/s11801-009-9075-x