X-Git-Url: https://fleuret.org/cgi-bin/gitweb/gitweb.cgi?a=blobdiff_plain;ds=sidebyside;f=tracker.cc;h=d19093b1860a2bb038ff69492f25196fc20eab8b;hb=1099e1c9f0798c7b648948fa23715b17988e10a0;hp=f5dffd88e521373036cd147060d6bf3353ccc6ac;hpb=535b8ede7d6646ea17135da10c8a16416524f6e9;p=mtp.git
diff --git a/tracker.cc b/tracker.cc
index f5dffd8..d19093b 100644
--- a/tracker.cc
+++ b/tracker.cc
@@ -1,20 +1,26 @@
-///////////////////////////////////////////////////////////////////////////
-// 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 . //
-// //
-// Written by and Copyright (C) Francois Fleuret //
-// Contact for comments & bug reports //
-///////////////////////////////////////////////////////////////////////////
+/*
+ * 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
+ *
+ * This file is part of mtp.
+ *
+ * mtp is free software: you can redistribute it and/or modify it
+ * under the terms of the GNU General Public License version 3 as
+ * published by the Free Software Foundation.
+ *
+ * mtp 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 selector. If not, see .
+ *
+ */
#include "tracker.h"
@@ -22,29 +28,131 @@
using namespace std;
-Tracker::Tracker(int nb_time_steps, int nb_locations) {
+void Tracker::free() {
+ delete[] _edge_lengths;
+ delete _graph;
+ deallocate_array(detection_scores);
+ deallocate_array(allowed_motion);
+ delete[] exits;
+ delete[] entrances;
+}
+
+void Tracker::allocate(int nb_time_steps, int nb_locations) {
+ free();
+
_nb_locations = nb_locations;
_nb_time_steps = nb_time_steps;
- detection_score = allocate_array(_nb_time_steps, _nb_locations);
+ detection_scores = allocate_array(_nb_time_steps, _nb_locations);
allowed_motion = allocate_array(_nb_locations, _nb_locations);
entrances = new int[_nb_locations];
exits = new int[_nb_locations];
- for(int l = 0; l < nb_locations; l++) {
+ for(int l = 0; l < _nb_locations; l++) {
entrances[l] = 0;
exits[l] = 0;
- for(int m = 0; m < nb_locations; m++) {
+ for(int m = 0; m < _nb_locations; m++) {
allowed_motion[l][m] = 0;
}
}
for(int t = 0; t < _nb_time_steps; t++) {
for(int l = 0; l < _nb_locations; l++) {
- detection_score[t][l] = 0.0;
+ detection_scores[t][l] = 0.0;
+ }
+ }
+
+ _edge_lengths = 0;
+ _graph = 0;
+}
+
+void Tracker::write(ostream *os) {
+ (*os) << _nb_locations << " " << _nb_time_steps <> nb_locations >> nb_time_steps;
+
+ allocate(nb_time_steps, nb_locations);
+
+ for(int l = 0; l < _nb_locations; l++) {
+ for(int m = 0; m < _nb_locations; m++) {
+ (*is) >> allowed_motion[l][m];
+ }
+ }
+
+ for(int l = 0; l < _nb_locations; l++) {
+ (*is) >> entrances[l];
+ }
+
+ for(int l = 0; l < _nb_locations; l++) {
+ (*is) >> exits[l];
+ }
+
+ for(int t = 0; t < _nb_time_steps; t++) {
+ for(int l = 0; l < _nb_locations; l++) {
+ (*is) >> detection_scores[t][l];
+ }
+ }
+}
+
+void Tracker::write_trajectories(ostream *os) {
+ for(int t = 0; t < nb_trajectories(); t++) {
+ (*os) << t
+ << " " << trajectory_entrance_time(t)
+ << " " << trajectory_duration(t)
+ << " " << trajectory_score(t);
+ for(int u = 0; u < trajectory_duration(t); u++) {
+ (*os) << " " << trajectory_location(t, u);
}
+ (*os) << endl;
}
+}
+
+Tracker::Tracker() {
+ _nb_locations = 0;
+ _nb_time_steps = 0;
+
+ detection_scores = 0;
+ allowed_motion = 0;
+
+ entrances = 0;
+ exits = 0;
_edge_lengths = 0;
_graph = 0;
@@ -53,14 +161,22 @@ Tracker::Tracker(int nb_time_steps, int nb_locations) {
Tracker::~Tracker() {
delete[] _edge_lengths;
delete _graph;
- deallocate_array(detection_score);
+ deallocate_array(detection_scores);
deallocate_array(allowed_motion);
delete[] exits;
delete[] entrances;
}
+int Tracker::early_pair_node(int t, int l) {
+ return 1 + (2 * (t + 0) + 0) * _nb_locations + l;
+}
+
+int Tracker::late_pair_node(int t, int l) {
+ return 1 + (2 * (t + 0) + 1) * _nb_locations + l;
+}
+
void Tracker::build_graph() {
- // Delete existing graph if there was one
+ // Delete the existing graph if there was one
delete[] _edge_lengths;
delete _graph;
@@ -80,12 +196,11 @@ void Tracker::build_graph() {
// The edges from the source to the first frame, and from the last
// frame to the sink
_nb_locations * 2 +
- // The edges from the source to the entrances and from the exists
- // to the sink (in every time frames but the first for the source,
- // and last for the exits)
+ // The edges from the source to the entrances and from the exits
+ // to the sink (in every time frames but the first for the
+ // entrances, and last for the exits)
(_nb_time_steps - 1) * (nb_exits + nb_entrances) +
- // The edges for the motions, between every pair of successive
- // frames
+ // The edges for the motions, between every successive frames
(_nb_time_steps - 1) * nb_motions +
// The edges inside the duplicated nodes
_nb_locations * _nb_time_steps;
@@ -99,17 +214,19 @@ void Tracker::build_graph() {
_edge_lengths = new scalar_t[nb_edges];
// We put the in-node edges first, since these are the ones whose
- // lengths we will have to set later, according to the detection
- // scores
+ // lengths we will have to change before tracking, according to the
+ // detection scores
for(int t = 0; t < _nb_time_steps; t++) {
for(int l = 0; l < _nb_locations; l++) {
- node_from[e] = 1 + (2 * (t + 0) + 0) * _nb_locations + l;
- node_to[e] = 1 + (2 * (t + 0) + 1) * _nb_locations + l;
+ node_from[e] = early_pair_node(t, l);
+ node_to[e] = late_pair_node(t, l);
e++;
}
}
+ // The edges from the source to the first time frame
+
for(int l = 0; l < _nb_locations; l++) {
node_from[e] = source;
node_to[e] = 1 + l + 0 * _nb_locations;
@@ -117,36 +234,43 @@ void Tracker::build_graph() {
e++;
}
- for(int t = 0; t < _nb_time_steps; t++) {
+ // The edges from the last frame to the sink
+
+ for(int l = 0; l < _nb_locations; l++) {
+ node_from[e] = late_pair_node(_nb_time_steps - 1, l);
+ node_to[e] = sink;
+ _edge_lengths[e] = 0.0;
+ e++;
+ }
+
+ // The edges between frames, corresponding to allowed motions
+
+ for(int t = 0; t < _nb_time_steps - 1; t++) {
for(int l = 0; l < _nb_locations; l++) {
- if(t == _nb_time_steps - 1) {
- node_from[e] = 1 + (2 * (t + 0) + 1) * _nb_locations + l;
- node_to[e] = sink;
- _edge_lengths[e] = 0.0;
- e++;
- } else {
- for(int k = 0; k < _nb_locations; k++) {
- if(allowed_motion[l][k]) {
- node_from[e] = 1 + (2 * (t + 0) + 1) * _nb_locations + l;
- node_to[e] = 1 + (2 * (t + 1) + 0) * _nb_locations + k;
- _edge_lengths[e] = 0.0;
- e++;
- }
+ for(int k = 0; k < _nb_locations; k++) {
+ if(allowed_motion[l][k]) {
+ node_from[e] = late_pair_node(t, l);
+ node_to[e] = early_pair_node(t+1, k);
+ _edge_lengths[e] = 0.0;
+ e++;
}
}
}
}
+ // The edges from the source to the entrances, and from the exits to
+ // the sink
+
for(int t = 0; t < _nb_time_steps; t++) {
for(int l = 0; l < _nb_locations; l++) {
if(t > 0 && entrances[l]) {
node_from[e] = source;
- node_to[e] = 1 + (2 * (t + 0) + 0) * _nb_locations + l;
+ node_to[e] = early_pair_node(t, l);
_edge_lengths[e] = 0.0;
e++;
}
if(t < _nb_time_steps - 1 && exits[l]) {
- node_from[e] = 1 + (2 * (t + 0) + 1) * _nb_locations + l;
+ node_from[e] = late_pair_node(t, l);
node_to[e] = sink;
_edge_lengths[e] = 0.0;
e++;
@@ -154,6 +278,8 @@ void Tracker::build_graph() {
}
}
+ // We are done, build the graph
+
_graph = new MTPGraph(nb_vertices, nb_edges,
node_from, node_to,
source, sink);
@@ -166,17 +292,19 @@ void Tracker::print_graph_dot(ostream *os) {
int e = 0;
for(int t = 0; t < _nb_time_steps; t++) {
for(int l = 0; l < _nb_locations; l++) {
- _edge_lengths[e++] = - detection_score[t][l];
+ _edge_lengths[e++] = - detection_scores[t][l];
}
}
_graph->print_dot(os);
}
void Tracker::track() {
+ ASSERT(_graph);
+
int e = 0;
for(int t = 0; t < _nb_time_steps; t++) {
for(int l = 0; l < _nb_locations; l++) {
- _edge_lengths[e++] = - detection_score[t][l];
+ _edge_lengths[e++] = - detection_scores[t][l];
}
}
@@ -186,8 +314,8 @@ void Tracker::track() {
#ifdef VERBOSE
for(int p = 0; p < _graph->nb_paths; p++) {
Path *path = _graph->paths[p];
- cout << "PATH " << p << " [length " << path->length << "] " << path->nodes[0];
- for(int n = 1; n < path->length; n++) {
+ cout << "PATH " << p << " [length " << path->nb_nodes << "] " << path->nodes[0];
+ for(int n = 1; n < path->nb_nodes; n++) {
cout << " -> " << path->nodes[n];
}
cout << endl;
@@ -199,14 +327,18 @@ int Tracker::nb_trajectories() {
return _graph->nb_paths;
}
+scalar_t Tracker::trajectory_score(int k) {
+ return -_graph->paths[k]->length;
+}
+
int Tracker::trajectory_entrance_time(int k) {
return (_graph->paths[k]->nodes[1] - 1) / (2 * _nb_locations);
}
int Tracker::trajectory_duration(int k) {
- return (_graph->paths[k]->length - 2) / 2;
+ return (_graph->paths[k]->nb_nodes - 2) / 2;
}
-int Tracker::trajectory_location(int k, int time) {
- return (_graph->paths[k]->nodes[2 * time + 1] - 1) % _nb_locations;
+int Tracker::trajectory_location(int k, int time_from_entry) {
+ return (_graph->paths[k]->nodes[2 * time_from_entry + 1] - 1) % _nb_locations;
}