X-Git-Url: https://fleuret.org/cgi-bin/gitweb/gitweb.cgi?a=blobdiff_plain;f=mtp.cc;h=899c73d0188f486a1c73973c8cb85aae4700d076;hb=9adcc8e236c166890dbff01ba0f7d559e7f6299a;hp=455ef5a11b4b1029abbd21229fd7daba481dad82;hpb=d2ff8e371d586dd9053e3de8ea918c363589716e;p=mtp.git diff --git a/mtp.cc b/mtp.cc index 455ef5a..899c73d 100644 --- a/mtp.cc +++ b/mtp.cc @@ -20,7 +20,6 @@ #include #include -#include using namespace std; @@ -28,39 +27,73 @@ using namespace std; ////////////////////////////////////////////////////////////////////// -scalar_t detection_score(int true_label, scalar_t flip_noise) { - if((true_label > 0) == (drand48() < flip_noise)) { - return 1.0 + 0.2 * (drand48() - 0.5); +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 - 1.0 + 0.2 * (drand48() - 0.5); + return b + score_noise * (2.0 * drand48() - 1.0); } } int main(int argc, char **argv) { - int nb_locations = 1000; - int nb_time_steps = 1000; + int nb_locations = 7; + int nb_time_steps = 8; int motion_amplitude = 1; Tracker *tracker = new Tracker(nb_time_steps, nb_locations); for(int l = 0; l < nb_locations; l++) { for(int k = 0; k < nb_locations; k++) { - tracker->set_allowed_motion(l, k, abs(l - k) <= motion_amplitude); + tracker->allowed_motion[l][k] = abs(l - k) <= motion_amplitude; } - tracker->set_as_entrance(0, 1); - tracker->set_as_exit(nb_locations - 1, 1); + tracker->entrances[0] = 1; + tracker->exits[nb_locations - 1] = 1; } tracker->build_graph(); // We generate synthetic detection scores at location - // nb_locations/2, with 10% false detection (FP or FN) + // nb_locations/2, with 5% false detection (FP or FN) + + scalar_t flip_noise = 0.01; + scalar_t score_noise = 0.0; for(int t = 0; t < nb_time_steps; t++) { for(int l = 0; l < nb_locations; l++) { - tracker->set_detection_score(t, l, detection_score(-1, 0.95)); + tracker->detection_score[t][l] = detection_score(-1.0, 1.0, score_noise, flip_noise); } - tracker->set_detection_score(t, nb_locations/2, detection_score(1, 0.95)); + } + + // for(int t = 0; t < nb_time_steps; t++) { + // tracker->detection_score[t][nb_locations/2] = detection_score(1, score_noise, flip_noise); + // } + + // Puts two target with the typical local minimum + + int la, lb; + scalar_t sa, sb; + for(int t = 0; t < nb_time_steps; t++) { + // Target a moves from location 0 to the middle and comes back, + // and is strongly detected on the first half, target b moves from + // location nb_locations-1 to the middle and comes back, and is + // strongly detected on the second half + 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_score[t][la] = sa; + tracker->detection_score[t][lb] = sb; } tracker->track(); @@ -68,13 +101,20 @@ int main(int argc, char **argv) { for(int t = 0; t < tracker->nb_trajectories(); t++) { cout << "TRAJECTORY " << t - << " [starting " << tracker->trajectory_entrance_time(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; } + { + ofstream dot("graph.dot"); + tracker->print_graph_dot(&dot); + cout << "Wrote graph.dot." << endl; + } + delete tracker; exit(EXIT_SUCCESS);