-
-///////////////////////////////////////////////////////////////////////////
-// This program is free software: you can redistribute it and/or modify //
-// it under the terms of the version 3 of the GNU General Public License //
-// as published by the Free Software Foundation. //
-// //
-// This program is distributed in the hope that it will be useful, but //
-// WITHOUT ANY WARRANTY; without even the implied warranty of //
-// MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU //
-// General Public License for more details. //
-// //
-// You should have received a copy of the GNU General Public License //
-// along with this program. If not, see <http://www.gnu.org/licenses/>. //
-// //
-// Written by and Copyright (C) Francois Fleuret //
-// Contact <francois.fleuret@idiap.ch> for comments & bug reports //
-///////////////////////////////////////////////////////////////////////////
-
-// Multi-Tracked Path
-
-#include <iostream>
-#include <fstream>
-
-using namespace std;
-
-#include "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);
- } else {
- return b + score_noise * (2.0 * drand48() - 1.0);
- }
-}
-
-int main(int argc, char **argv) {
- int nb_locations = 7;
- int nb_time_steps = 8;
- int motion_amplitude = 1;
-
- Tracker *tracker = new Tracker(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.
-
- // Here our example is a 1D space with motions from any location to
- // any location less than motion_amplitude away, entrance at
- // location 0 and exit at location nb_locations-1.
-
- for(int l = 0; l < nb_locations; l++) {
- for(int k = 0; k < nb_locations; k++) {
- tracker->allowed_motion[l][k] = abs(l - k) <= motion_amplitude;
- }
- tracker->entrances[0] = 1;
- tracker->exits[nb_locations - 1] = 1;
- }
-
- // We construct the graph corresponding to this structure
-
- tracker->build_graph();
-
- // Then, we specify for every location and time step what is the
- // detection score there.
-
- scalar_t flip_noise = 0.05;
- scalar_t score_noise = 0.0;
-
- // We first put a background noise, with negative scores at every
- // location.
-
- 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);
- }
- }
-
- // Then we two targets with the typical 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
- // 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
- // the second half
-
- int la, lb; // Target locations
- scalar_t sa, sb; // Target detection scores
- for(int t = 0; t < nb_time_steps; t++) {
- 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);
- } 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);
- }
-
- if(la > nb_locations/2 - 1) la = nb_locations/2 - 1;
- if(lb < nb_locations/2 + 1) lb = nb_locations/2 + 1;
-
- tracker->detection_scores[t][la] = sa;
- tracker->detection_scores[t][lb] = sb;
- }
-
- // Does the tracking per se
-
- tracker->track();
-
- // Prints the detected trajectories
-
- for(int t = 0; t < tracker->nb_trajectories(); t++) {
- cout << "TRAJECTORY "
- << t
- << " [starting " << tracker->trajectory_entrance_time(t)
- << ", score " << tracker->trajectory_score(t) << "]";
- for(int u = 0; u < tracker->trajectory_duration(t); u++) {
- cout << " " << tracker->trajectory_location(t, u);
- }
- cout << endl;
- }
-
- // Save the underlying graph in the dot format, with occupied edges
- // marked in bold.
-
- {
- ofstream dot("graph.dot");
- tracker->print_graph_dot(&dot);
- cout << "Wrote graph.dot." << endl;
- }
-
- delete tracker;
-
- exit(EXIT_SUCCESS);
-}