Title :
Speed Up Temporal Median Filter for Background Subtraction
Author :
Hung, Mao-Hsiung ; Pan, Jeng-Shyang ; Hsieh, Chaur-Heh
Author_Institution :
Innovative Inf. Ind. Res. Center (IIIRC), Harbin Inst. of Technol., Shenzhen, China
Abstract :
Temporal median filter is one of most popular background subtraction methods. However, median operation is very time-consuming which limits its applications. This paper presents a fast algorithm to reduce the computation time of the temporal median operation. By utilizing the characteristics of high correlation of adjacent frames, the fast algorithm designs a simple mechanism to check whether the median of the current frame is equal to that of the previous frame. The proposed algorithm reduces the computing frequency of median operations significantly, and the experimental results indicate it is much faster than the existing algorithms.
Keywords :
median filters; background subtraction; computing frequency; speed up temporal median filter; temporal median operation; Algorithm design and analysis; Filtering algorithms; Histograms; Monitoring; Pixel; Signal processing algorithms; Upper bound; background subtraction; fast algorithm; temporal median filter;
Conference_Titel :
Pervasive Computing Signal Processing and Applications (PCSPA), 2010 First International Conference on
Conference_Location :
Harbin
Print_ISBN :
978-1-4244-8043-2
Electronic_ISBN :
978-0-7695-4180-8
DOI :
10.1109/PCSPA.2010.79