X-Git-Url: https://fleuret.org/cgi-bin/gitweb/gitweb.cgi?a=blobdiff_plain;f=mtp_example.cc;h=92d406285edd10bc151ba8eea832feda102a6a37;hb=c7d5cdf1982dacc5451f79599041b2e95524d3f7;hp=e615cf113e6d8898c548e041f365013ca3bbb590;hpb=68d9c4f175f774d851a32f6069ad04b31924bfac;p=mtp.git diff --git a/mtp_example.cc b/mtp_example.cc index e615cf1..92d4062 100644 --- a/mtp_example.cc +++ b/mtp_example.cc @@ -1,7 +1,7 @@ /* - * mtp is the ``Multi Tracked Path'', an implementation of the - * k-shortest path algorithm for multi-target tracking. + * mtp is the ``Multi Tracked Paths'', an implementation of the + * k-shortest paths algorithm for multi-target tracking. * * Copyright (c) 2012 Idiap Research Institute, http://www.idiap.ch/ * Written by Francois Fleuret @@ -22,22 +22,21 @@ * */ -// Multi-Tracked Path - #include #include using namespace std; -#include "tracker.h" +#include "mtp_tracker.h" ////////////////////////////////////////////////////////////////////// -scalar_t detection_score(scalar_t a, scalar_t b, scalar_t score_noise, scalar_t flip_noise) { - if(drand48() > flip_noise) { - return a + score_noise * (2.0 * drand48() - 1.0); +scalar_t noisy_score(scalar_t true_score, scalar_t erroneous_score, + scalar_t score_noise, scalar_t flip_noise) { + if(drand48() < flip_noise) { + return erroneous_score + score_noise * (2.0 * drand48() - 1.0); } else { - return b + score_noise * (2.0 * drand48() - 1.0); + return true_score + score_noise * (2.0 * drand48() - 1.0); } } @@ -46,13 +45,12 @@ int main(int argc, char **argv) { int nb_time_steps = 8; int motion_amplitude = 1; - Tracker *tracker = new Tracker(); + MTPTracker *tracker = new MTPTracker(); tracker->allocate(nb_time_steps, nb_locations); - // We define the spatial structures by stating what are the possible - // motions of targets, and what are the entrances and the - // exits. + // We define the spatial structure by stating what are the possible + // motions of targets, and what are the entrances and the exits. // Here our example is a 1D space with motions from any location to // any location less than motion_amplitude away, entrance at @@ -66,6 +64,9 @@ int main(int argc, char **argv) { tracker->exits[nb_locations - 1] = 1; } + tracker->force_empty_first_frame = 0; + tracker->force_empty_last_frame = 0; + // We construct the graph corresponding to this structure tracker->build_graph(); @@ -81,18 +82,18 @@ int main(int argc, char **argv) { for(int t = 0; t < nb_time_steps; t++) { for(int l = 0; l < nb_locations; l++) { - tracker->detection_scores[t][l] = detection_score(-1.0, 1.0, score_noise, flip_noise); + tracker->detection_scores[t][l] = noisy_score(-1.0, 1.0, score_noise, flip_noise); } } - // Then we two targets with the typical local minimum: + // Then we add two targets with a typical tracking local minimum // // * Target A moves from location 0 to the middle, stays there for a - // while, and comes back, and is strongly detected on the first + // while, and comes back. It is strongly detected on the first // half // // * Target B moves from location nb_locations-1 to the middle, stay - // there for a while, and comes back, and is strongly detected on + // there for a while, and comes back. It is strongly detected on // the second half int la, lb; // Target locations @@ -101,13 +102,13 @@ int main(int argc, char **argv) { if(t < nb_time_steps/2) { la = t; lb = nb_locations - 1 - t; - sa = detection_score(10.0, -1.0, score_noise, flip_noise); - sb = detection_score( 1.0, -1.0, score_noise, flip_noise); + sa = noisy_score(10.0, -1.0, score_noise, flip_noise); + sb = noisy_score( 1.0, -1.0, score_noise, flip_noise); } else { la = nb_time_steps - 1 - t; lb = t - nb_time_steps + nb_locations; - sa = detection_score( 1.0, -1.0, score_noise, flip_noise); - sb = detection_score(10.0, -1.0, score_noise, flip_noise); + sa = noisy_score( 1.0, -1.0, score_noise, flip_noise); + sb = noisy_score(10.0, -1.0, score_noise, flip_noise); } if(la > nb_locations/2 - 1) la = nb_locations/2 - 1; @@ -117,12 +118,13 @@ int main(int argc, char **argv) { tracker->detection_scores[t][lb] = sb; } - { // Write down the tracker setting + { // Write down the tracker setting, so that we can use it as an + // example for the mtp command line ofstream out_tracker("tracker.dat"); tracker->write(&out_tracker); } - // Does the tracking per se + // Performs the tracking per se tracker->track();