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cvtrack.cpp
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cvtrack.cpp
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// Copyright (C) 2007 by Cristóbal Carnero Liñán
// grendel.ccl@gmail.com
//
// This file is part of cvBlob.
//
// cvBlob is free software: you can redistribute it and/or modify
// it under the terms of the Lesser GNU General Public License as published by
// the Free Software Foundation, either version 3 of the License, or
// (at your option) any later version.
//
// cvBlob 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
// Lesser GNU General Public License for more details.
//
// You should have received a copy of the Lesser GNU General Public License
// along with cvBlob. If not, see <http://www.gnu.org/licenses/>.
//
#include <cmath>
#include <iostream>
#include <sstream>
using namespace std;
#if (defined(_WIN32) || defined(__WIN32__) || defined(__TOS_WIN__) || defined(__WINDOWS__) || (defined(__APPLE__) & defined(__MACH__)))
#include <cv.h>
#else
#include <opencv/cv.h>
#endif
#include "cvblob.h"
namespace cvb
{
double distantBlobTrack(CvBlob const *b, CvTrack const *t)
{
double d1;
if (b->centroid.x<t->minx)
{
if (b->centroid.y<t->miny)
d1 = MAX(t->minx - b->centroid.x, t->miny - b->centroid.y);
else if (b->centroid.y>t->maxy)
d1 = MAX(t->minx - b->centroid.x, b->centroid.y - t->maxy);
else // if (t->miny < b->centroid.y)&&(b->centroid.y < t->maxy)
d1 = t->minx - b->centroid.x;
}
else if (b->centroid.x>t->maxx)
{
if (b->centroid.y<t->miny)
d1 = MAX(b->centroid.x - t->maxx, t->miny - b->centroid.y);
else if (b->centroid.y>t->maxy)
d1 = MAX(b->centroid.x - t->maxx, b->centroid.y - t->maxy);
else
d1 = b->centroid.x - t->maxx;
}
else // if (t->minx =< b->centroid.x) && (b->centroid.x =< t->maxx)
{
if (b->centroid.y<t->miny)
d1 = t->miny - b->centroid.y;
else if (b->centroid.y>t->maxy)
d1 = b->centroid.y - t->maxy;
else
return 0.;
}
double d2;
if (t->centroid.x<b->minx)
{
if (t->centroid.y<b->miny)
d2 = MAX(b->minx - t->centroid.x, b->miny - t->centroid.y);
else if (t->centroid.y>b->maxy)
d2 = MAX(b->minx - t->centroid.x, t->centroid.y - b->maxy);
else // if (b->miny < t->centroid.y)&&(t->centroid.y < b->maxy)
d2 = b->minx - t->centroid.x;
}
else if (t->centroid.x>b->maxx)
{
if (t->centroid.y<b->miny)
d2 = MAX(t->centroid.x - b->maxx, b->miny - t->centroid.y);
else if (t->centroid.y>b->maxy)
d2 = MAX(t->centroid.x - b->maxx, t->centroid.y - b->maxy);
else
d2 = t->centroid.x - b->maxx;
}
else // if (b->minx =< t->centroid.x) && (t->centroid.x =< b->maxx)
{
if (t->centroid.y<b->miny)
d2 = b->miny - t->centroid.y;
else if (t->centroid.y>b->maxy)
d2 = t->centroid.y - b->maxy;
else
return 0.;
}
return MIN(d1, d2);
}
// Access to matrix
#define C(blob, track) close[((blob) + (track)*(nBlobs+2))]
// Access to accumulators
#define AB(label) C((label), (nTracks))
#define AT(id) C((nBlobs), (id))
// Access to identifications
#define IB(label) C((label), (nTracks)+1)
#define IT(id) C((nBlobs)+1, (id))
// Access to registers
#define B(label) blobs.find(IB(label))->second
#define T(id) tracks.find(IT(id))->second
void getClusterForTrack(unsigned int trackPos, CvID *close, unsigned int nBlobs, unsigned int nTracks, CvBlobs const &blobs, CvTracks const &tracks, list<CvBlob*> &bb, list<CvTrack*> &tt);
void getClusterForBlob(unsigned int blobPos, CvID *close, unsigned int nBlobs, unsigned int nTracks, CvBlobs const &blobs, CvTracks const &tracks, list<CvBlob*> &bb, list<CvTrack*> &tt)
{
for (unsigned int j=0; j<nTracks; j++)
{
if (C(blobPos, j))
{
tt.push_back(T(j));
unsigned int c = AT(j);
C(blobPos, j) = 0;
AB(blobPos)--;
AT(j)--;
if (c>1)
{
getClusterForTrack(j, close, nBlobs, nTracks, blobs, tracks, bb, tt);
}
}
}
}
void getClusterForTrack(unsigned int trackPos, CvID *close, unsigned int nBlobs, unsigned int nTracks, CvBlobs const &blobs, CvTracks const &tracks, list<CvBlob*> &bb, list<CvTrack*> &tt)
{
for (unsigned int i=0; i<nBlobs; i++)
{
if (C(i, trackPos))
{
bb.push_back(B(i));
unsigned int c = AB(i);
C(i, trackPos) = 0;
AB(i)--;
AT(trackPos)--;
if (c>1)
{
getClusterForBlob(i, close, nBlobs, nTracks, blobs, tracks, bb, tt);
}
}
}
}
void cvUpdateTracks(CvBlobs const &blobs, CvTracks &tracks, const double thDistance, const unsigned int thInactive, const unsigned int thActive)
{
CV_FUNCNAME("cvUpdateTracks");
__CV_BEGIN__;
unsigned int nBlobs = blobs.size();
unsigned int nTracks = tracks.size();
// Proximity matrix:
// Last row/column is for ID/label.
// Last-1 "/" is for accumulation.
CvID *close = new unsigned int[(nBlobs+2)*(nTracks+2)]; // XXX Must be same type than CvLabel.
try
{
// Inicialization:
unsigned int i=0;
for (CvBlobs::const_iterator it = blobs.begin(); it!=blobs.end(); ++it, i++)
{
AB(i) = 0;
IB(i) = it->second->label;
}
CvID maxTrackID = 0;
unsigned int j=0;
for (CvTracks::const_iterator jt = tracks.begin(); jt!=tracks.end(); ++jt, j++)
{
AT(j) = 0;
IT(j) = jt->second->id;
if (jt->second->id > maxTrackID)
maxTrackID = jt->second->id;
}
// Proximity matrix calculation and "used blob" list inicialization:
for (i=0; i<nBlobs; i++)
for (j=0; j<nTracks; j++)
if (C(i, j) = (distantBlobTrack(B(i), T(j)) < thDistance))
{
AB(i)++;
AT(j)++;
}
/////////////////////////////////////////////////////////////////////////////////////////////////////////////////
// Detect inactive tracks
for (j=0; j<nTracks; j++)
{
unsigned int c = AT(j);
if (c==0)
{
//cout << "Inactive track: " << j << endl;
// Inactive track.
CvTrack *track = T(j);
track->inactive++;
track->label = 0;
}
}
// Detect new tracks
for (i=0; i<nBlobs; i++)
{
unsigned int c = AB(i);
if (c==0)
{
//cout << "Blob (new track): " << maxTrackID+1 << endl;
//cout << *B(i) << endl;
// New track.
maxTrackID++;
CvBlob *blob = B(i);
CvTrack *track = new CvTrack;
track->id = maxTrackID;
track->label = blob->label;
track->minx = blob->minx;
track->miny = blob->miny;
track->maxx = blob->maxx;
track->maxy = blob->maxy;
track->centroid = blob->centroid;
track->lifetime = 0;
track->active = 0;
track->inactive = 0;
tracks.insert(CvIDTrack(maxTrackID, track));
}
}
// Clustering
for (j=0; j<nTracks; j++)
{
unsigned int c = AT(j);
if (c)
{
list<CvTrack*> tt; tt.push_back(T(j));
list<CvBlob*> bb;
getClusterForTrack(j, close, nBlobs, nTracks, blobs, tracks, bb, tt);
// Select track
CvTrack *track;
unsigned int area = 0;
for (list<CvTrack*>::const_iterator it=tt.begin(); it!=tt.end(); ++it)
{
CvTrack *t = *it;
unsigned int a = (t->maxx-t->minx)*(t->maxy-t->miny);
if (a>area)
{
area = a;
track = t;
}
}
// Select blob
CvBlob *blob;
area = 0;
//cout << "Matching blobs: ";
for (list<CvBlob*>::const_iterator it=bb.begin(); it!=bb.end(); ++it)
{
CvBlob *b = *it;
//cout << b->label << " ";
if (b->area>area)
{
area = b->area;
blob = b;
}
}
//cout << endl;
// Update track
//cout << "Matching: track=" << track->id << ", blob=" << blob->label << endl;
track->label = blob->label;
track->centroid = blob->centroid;
track->minx = blob->minx;
track->miny = blob->miny;
track->maxx = blob->maxx;
track->maxy = blob->maxy;
if (track->inactive)
track->active = 0;
track->inactive = 0;
// Others to inactive
for (list<CvTrack*>::const_iterator it=tt.begin(); it!=tt.end(); ++it)
{
CvTrack *t = *it;
if (t!=track)
{
//cout << "Inactive: track=" << t->id << endl;
t->inactive++;
t->label = 0;
}
}
}
}
/////////////////////////////////////////////////////////////////////////////////////////////////////////////////
for (CvTracks::iterator jt=tracks.begin(); jt!=tracks.end();)
if ((jt->second->inactive>=thInactive)||((jt->second->inactive)&&(thActive)&&(jt->second->active<thActive)))
{
delete jt->second;
tracks.erase(jt++);
}
else
{
jt->second->lifetime++;
if (!jt->second->inactive)
jt->second->active++;
++jt;
}
}
catch (...)
{
delete[] close;
throw; // TODO: OpenCV style.
}
delete[] close;
__CV_END__;
}
CvFont *defaultFont = NULL;
void cvRenderTracks(CvTracks const tracks, IplImage *imgSource, IplImage *imgDest, unsigned short mode, CvFont *font)
{
CV_FUNCNAME("cvRenderTracks");
__CV_BEGIN__;
CV_ASSERT(imgDest&&(imgDest->depth==IPL_DEPTH_8U)&&(imgDest->nChannels==3));
if ((mode&CV_TRACK_RENDER_ID)&&(!font))
{
if (!defaultFont)
{
font = defaultFont = new CvFont;
cvInitFont(font, CV_FONT_HERSHEY_DUPLEX, 0.5, 0.5, 0, 1);
// Other fonts:
// CV_FONT_HERSHEY_SIMPLEX, CV_FONT_HERSHEY_PLAIN,
// CV_FONT_HERSHEY_DUPLEX, CV_FONT_HERSHEY_COMPLEX,
// CV_FONT_HERSHEY_TRIPLEX, CV_FONT_HERSHEY_COMPLEX_SMALL,
// CV_FONT_HERSHEY_SCRIPT_SIMPLEX, CV_FONT_HERSHEY_SCRIPT_COMPLEX
}
else
font = defaultFont;
}
if (mode)
{
for (CvTracks::const_iterator it=tracks.begin(); it!=tracks.end(); ++it)
{
if (mode&CV_TRACK_RENDER_ID)
if (!it->second->inactive)
{
stringstream buffer;
buffer << it->first;
cvPutText(imgDest, buffer.str().c_str(), cvPoint((int)it->second->centroid.x, (int)it->second->centroid.y), font, CV_RGB(0.,255.,0.));
}
if (mode&CV_TRACK_RENDER_BOUNDING_BOX)
if (it->second->inactive)
cvRectangle(imgDest, cvPoint(it->second->minx, it->second->miny), cvPoint(it->second->maxx-1, it->second->maxy-1), CV_RGB(0., 0., 50.));
else
cvRectangle(imgDest, cvPoint(it->second->minx, it->second->miny), cvPoint(it->second->maxx-1, it->second->maxy-1), CV_RGB(0., 0., 255.));
if (mode&CV_TRACK_RENDER_TO_LOG)
{
clog << "Track " << it->second->id << endl;
if (it->second->inactive)
clog << " - Inactive for " << it->second->inactive << " frames" << endl;
else
clog << " - Associated with blob " << it->second->label << endl;
clog << " - Lifetime " << it->second->lifetime << endl;
clog << " - Active " << it->second->active << endl;
clog << " - Bounding box: (" << it->second->minx << ", " << it->second->miny << ") - (" << it->second->maxx << ", " << it->second->maxy << ")" << endl;
clog << " - Centroid: (" << it->second->centroid.x << ", " << it->second->centroid.y << ")" << endl;
clog << endl;
}
if (mode&CV_TRACK_RENDER_TO_STD)
{
cout << "Track " << it->second->id << endl;
if (it->second->inactive)
cout << " - Inactive for " << it->second->inactive << " frames" << endl;
else
cout << " - Associated with blobs " << it->second->label << endl;
cout << " - Lifetime " << it->second->lifetime << endl;
cout << " - Active " << it->second->active << endl;
cout << " - Bounding box: (" << it->second->minx << ", " << it->second->miny << ") - (" << it->second->maxx << ", " << it->second->maxy << ")" << endl;
cout << " - Centroid: (" << it->second->centroid.x << ", " << it->second->centroid.y << ")" << endl;
cout << endl;
}
}
}
__CV_END__;
}
}