L. Maddalena, A. Petrosino, A Self-Organizing Approach to Background Subtraction for Visual Surveillance Applications, IEEE Transactions on Image Processing, DOI: 10.1109/TIP.2008.924285, Vol. 17, no. 7, pagg. 1168-1177, July 2008Click here to download the Windows executable (WinRar compressed). If you have problems downloading, please contact lucia.maddalena "at" cnr.it; if you use the software, please cite the above mentioned paper.
SOBS <SeqName> <#FirstFrame> <#LastFrame> [Parameters]
o <SeqName>: sequence name (complete path), not including frame numbers. Image sequences consist of binary PPM image frames with consecutive numbers, named in the following form
The number of digits for <number> must be the same for all sequence frames (e.g. a sequence with 120 frames must be numbered from 1001 to 1120, and not from 1 to 120)
o <#FirstFrame>, <#LastFrame>: number of first and last sequence frame to be considered.
o [parameters]: optional, including:
-n #: (square root of) number of weight vectors for each pixel. Default 3
-K #: Number of initial frames for calibration. Default 200
-e1 #: Distance threshold e1 for calibration phase (eqn. (2)). Default 0.1
-e2 #: Distance threshold e2 for online phase (eqn. (2)). Default 0.03
-c1 #: Learning rate c1 for calibration phase (eqn. (4)). Default 1.0
-c2 #: Learning rate c2 for online phase (eqn. (4)). Default 0.05
-g #: Value for g in eqn. (5). Default 0.7
-b #: Value for b in eqn. (5). Default 1.0
-tS #: Value for tS in eqn. (5). Default 0.1
-tH #: Value for tH in eqn. (5). Default 10.0
-s: To apply shadow removal. Default: no shadow removal
-m: To save background model images. Default: do not save
-l: To save just last detection mask. Default: save all
Example of use:
SOBS c:/Sequences/WavingTrees/WavingTrees 1000 1247 -n 3 -e1 0.1 -e2 0.03 -K 200 -c1 1.0 -c2 0.05 –l
where sequence WavingTrees, coming from sequences adopted in K. Toyama, J. Krumm, B. Brumitt, and B. Meyers, “Wallflower: principles and practice of background maintenance,” in Proc. 7th IEEE Conf. Computer Vision, 1999, vol. 1, pp. 255–261, has been saved in binary PPM image files named:
WavingTrees.1000.ppm, …, WavingTrees.1247.ppm
and stored in directory c:/Sequences/WavingTrees.
Last update: March 5, 2009.