X-Git-Url: https://www.fleuret.org/cgi-bin/gitweb/gitweb.cgi?p=pom.git;a=blobdiff_plain;f=README.txt;fp=README.txt;h=f8d973f21e9d79ba41fe3d7675a84b54bf1a6c52;hp=0000000000000000000000000000000000000000;hb=97a7e68f234cc09807d2d55f550e2516be0e9093;hpb=48c9926a2ed03737a3b024a85cda348caebf4cfe diff --git a/README.txt b/README.txt new file mode 100644 index 0000000..f8d973f --- /dev/null +++ b/README.txt @@ -0,0 +1,141 @@ + +INTRODUCTION +------------ + + The Probabilistic Occupancy Map is a procedure which estimates the + marginal probabilities of presence of individuals at every location + in an area of interest under a simple appearance model, given binary + images corresponding to the result of a background-subtraction from + different viewpoints. + + The appearance model is parametrized by a family of rectangles which + approximate the silhouettes of individuals standing at every + location of interest, from every point of view. + +INSTALLATION AND TEST +--------------------- + + This program should compile by typing `make' on any standard + GNU/Linux system, as long as the libpng is installed with its header + files. + + To run a simple test on the images provided in the archive just type + + ./pom test.pom + + It will generate several result files in the /tmp directory. + + If the program is not provided with a filename, it will process the + standard input, but will not make any output. + +CONFIGURATION FILE +------------------ + + The configuration file contains the following keywords + + ROOM + + Defines the input image size, the number of cameras and the number + of locations in the area of interest. + + RECTANGLE notvisible| + + Defines the parameters of a certain rectangle, standing for an + individual at a certain location viewed from a certain camera. All + non-specified rectangles are "not visible" by default. + + INPUT_VIEW_FORMAT + + Specifies the filenames of the input images produced by the + background subtraction. The immobile parts should be black (0, 0, + 0) and the moving ones white (255, 255, 255). See FILENAME FORMAT + below. + + RESULT_VIEW_FORMAT + + Specifies the filenames of the result images. See FILENAME FORMAT + below. + + RESULT_FORMAT + + Specifies the filenames of the result probability files, which + contains one marginal probability per line, hence as many lines as + there are locations of interest. See FILENAME FORMAT below. + + CONVERGENCE_VIEW_FORMAT + + Specifies the filenames of the images for individual iteration + during the convergence of the algorithm. Use with care, since tens + of images will be produced for every single frame. See FILENAME + FORMAT below. + + PRIOR + + Sets the prior probability of presence (common to all + locations). Default is 0.01. + + SIGMA_IMAGE_DENSITY + + Sets the variance of the distance between the image produced by + the background subtraction and the ideal synthetic image. Default + is 0.01. + + MAX_NB_SOLVER_ITERATIONS + + Sets a bound on the number of iterations. Default is 100. + + PROBA_IGNORED + + Sets the probability of absence ignored by the solver to speed up + the convergence (use with care, it can produce false + positive). Default is 1.0 + + The file test.pom provided in the archive gives an example. Lines + starting with "#" are ignored. + +FILENAME FORMAT +--------------- + + Every filename format in the configuration file is a string with the + following three "conversion specifications": + + %c camera number + + %f frame number + + %i iteration number + + Some of these fields may be meaningless, depending with the + context. For instance the iteration number is defined only for + CONVERGENCE_VIEW_FORMAT. + +REFERENCES +---------- + + For more information about the POM algorithm, please check the + section V and appendix A of: + + François Fleuret, Jérôme Berclaz, Richard Lengagne and Pascal Fua, + "Multi-Camera People Tracking with a Probabilistic Occupancy Map", + IEEE Transactions on Pattern Analysis and Machine Intelligence + (TPAMI), 2007, to be published. + + This distributed version of the software is slightly slower than the + one described in the article, for which many values such as the + image size were hard-coded in the source to let the compiler + optimize the code. + +LICENSE +------- + + This source code is available under the terms of the version 3 of + the GNU General Public License as published by the Free Software + Foundation. In short: If you distribute a software that uses POM, + you have to distribute it under GPL version 3, hence with the source + code. Another option is to contact us to purchase a commercial + license. + +CONTACT +------- + + Please mail pom@epfl.ch for bug reports, comments and questions.