Chiebot-Mirror
/
opencv
mirror of https://github.com/opencv/opencv.git
8
0
Fork 0
Code Issues Projects Releases Wiki Activity
Open Source Computer Vision Library https://opencv.org/
You can not select more than 25 topics Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
8649 Commits
6 Branches
128 Tags
3.0 GiB
 
 
 
 
 
 
Tag: Branch: Tree: 26a4be89b1
Branches Tags
${ item.name }
Create tag ${ searchTerm }
Create branch ${ searchTerm }
from '26a4be89b1'
${ noResults }
opencv/modules/legacy/src/blobtrackingccwithcr.cpp

491 lines
18 KiB
Raw Blame History

/*M///////////////////////////////////////////////////////////////////////////////////////
//
// IMPORTANT: READ BEFORE DOWNLOADING, COPYING, INSTALLING OR USING.
//
// By downloading, copying, installing or using the software you agree to this license.
// If you do not agree to this license, do not download, install,
// copy or use the software.
//
//
// Intel License Agreement
//
// Copyright (C) 2000, Intel Corporation, all rights reserved.
// Third party copyrights are property of their respective owners.
//
// Redistribution and use in source and binary forms, with or without modification,
// are permitted provided that the following conditions are met:
//
// * Redistribution's of source code must retain the above copyright notice,
// this list of conditions and the following disclaimer.
//
// * Redistribution's in binary form must reproduce the above copyright notice,
// this list of conditions and the following disclaimer in the documentation
// and/or other materials provided with the distribution.
//
// * The name of Intel Corporation may not be used to endorse or promote products
// derived from this software without specific prior written permission.
//
// This software is provided by the copyright holders and contributors "as is" and
// any express or implied warranties, including, but not limited to, the implied
// warranties of merchantability and fitness for a particular purpose are disclaimed.
// In no event shall the Intel Corporation or contributors be liable for any direct,
// indirect, incidental, special, exemplary, or consequential damages
// (including, but not limited to, procurement of substitute goods or services;
// loss of use, data, or profits; or business interruption) however caused
// and on any theory of liability, whether in contract, strict liability,
// or tort (including negligence or otherwise) arising in any way out of
// the use of this software, even if advised of the possibility of such damage.
//
//M*/
#include "precomp.hpp"
/* Blob (foreground-pixel connected-component) tracking with collision resolution.
*
* For entrypoints into the literature see:
*
* A Tutorial on Particle Filters for Online Nonlinear/Non-Gaussian Bayesian Tracking
* Arulampalam &t al, 2001, 15p
* http://www-clmc.usc.edu/publications/A/arulampalam-TSP2002.pdf
*
* Particle Filters for Positioning, Navigation, and Tracking
* Gustafsson et al, 2002 12p
* http://www.control.isy.liu.se/~fredrik/reports/01SPpf4pos.pdf
*
* Particle Filtering in High Clutter Environments
* Korhonen et al, 2005 4p
* http://www.cs.uku.fi/finsig05/papers/paper26_FINSIG05.pdf
*
* Appearance Models for Occlusion Handling
* Andrew Senior &t al, 8p 2001
* http://www.research.ibm.com/peoplevision/PETS2001.pdf
*
*/
/*============== BLOB TRACKERCC CLASS DECLARATION =============== */
typedef struct DefBlobTrackerCR
{
CvBlob blob;
CvBlobTrackPredictor* pPredictor;
CvBlob BlobPredict;
CvBlob BlobPrev;
int Collision;
CvBlobSeq* pBlobHyp;
CvBlobTrackerOne* pResolver;
} DefBlobTrackerCR;
void cvFindBlobsByCCClasters(IplImage* pFG, CvBlobSeq* pBlobs, CvMemStorage* storage);
class CvBlobTrackerCCCR : public CvBlobTracker
{
private:
float m_AlphaSize;
int m_Collision;
CvBlobSeq m_BlobList;
CvBlobSeq m_BlobListNew;
CvMemStorage* m_pMem;
CvBlobTrackerOne* (*m_CreateCR)();
char m_ModuleName[1024];
public:
CvBlobTrackerCCCR(CvBlobTrackerOne* (*CreateCR)(), const char* CRName):m_BlobList(sizeof(DefBlobTrackerCR))
{
m_CreateCR = CreateCR;
m_pMem = cvCreateMemStorage();
m_Collision = 1; /* if 1 then collistion will be detected and processed */
m_AlphaSize = 0.05f;
AddParam("AlphaSize",&m_AlphaSize);
CommentParam("AlphaSize", "Size update speed (0..1)");
strcpy(m_ModuleName, "CCCR");
if(CRName)strcat(m_ModuleName,CRName);
SetModuleName(m_ModuleName);
{
CvBlobTrackerOne* pM = m_CreateCR();
TransferParamsFromChild(pM,NULL);
pM->Release();
}
SetParam("SizeVar",0);
};
~CvBlobTrackerCCCR()
{
if(m_pMem)cvReleaseMemStorage(&m_pMem);
};
/* Blob functions: */
virtual int GetBlobNum() {return m_BlobList.GetBlobNum();};
virtual CvBlob* GetBlob(int BlobIndex){return m_BlobList.GetBlob(BlobIndex);};
virtual void SetBlob(int BlobIndex, CvBlob* pBlob)
{
CvBlob* pB = m_BlobList.GetBlob(BlobIndex);
if(pB) pB[0] = pBlob[0];
};
virtual CvBlob* GetBlobByID(int BlobID){return m_BlobList.GetBlobByID(BlobID);};
virtual void DelBlob(int BlobIndex)
{
DefBlobTrackerCR* pBT = (DefBlobTrackerCR*)m_BlobList.GetBlob(BlobIndex);
if(pBT->pResolver)pBT->pResolver->Release();
if(pBT->pPredictor)pBT->pPredictor->Release();
delete pBT->pBlobHyp;
m_BlobList.DelBlob(BlobIndex);
};
virtual void DelBlobByID(int BlobID)
{
DefBlobTrackerCR* pBT = (DefBlobTrackerCR*)m_BlobList.GetBlobByID(BlobID);
if(pBT->pResolver)pBT->pResolver->Release();
if(pBT->pPredictor)pBT->pPredictor->Release();
delete pBT->pBlobHyp;
m_BlobList.DelBlobByID(BlobID);
};
virtual void Release(){delete this;};
/* Add new blob to track it and assign to this blob personal ID */
/* pBlob - pinter to structure with blob parameters (ID is ignored)*/
/* pImg - current image */
/* pImgFG - current foreground mask */
/* Return pointer to new added blob: */
virtual CvBlob* AddBlob(CvBlob* pB, IplImage* pImg, IplImage* pImgFG = NULL )
{
DefBlobTrackerCR NewB;
NewB.blob = pB[0];
NewB.pBlobHyp = new CvBlobSeq;
NewB.pPredictor = cvCreateModuleBlobTrackPredictKalman(); /* module for predict position */
NewB.pPredictor->SetParam("DataNoisePos",0.001);
NewB.pPredictor->ParamUpdate();
NewB.pResolver = NULL;
if(m_CreateCR)
{
NewB.pResolver = m_CreateCR();
TransferParamsToChild(NewB.pResolver,NULL);
NewB.pResolver->Init(pB, pImg, pImgFG);
}
m_BlobList.AddBlob((CvBlob*)&NewB);
return m_BlobList.GetBlob(m_BlobList.GetBlobNum()-1);
};
virtual void Process(IplImage* pImg, IplImage* pImgFG = NULL)
{
CvSeq* cnts;
CvSeq* cnt;
//CvMat* pMC = NULL;
if(m_BlobList.GetBlobNum() <= 0 ) return;
/* Clear blob list for new blobs: */
m_BlobListNew.Clear();
assert(m_pMem);
cvClearMemStorage(m_pMem);
assert(pImgFG);
{ /* One contour - one blob: */
IplImage* pBin = cvCloneImage(pImgFG);
assert(pBin);
cvThreshold(pBin,pBin,128,255,CV_THRESH_BINARY);
cvFindContours(pBin, m_pMem, &cnts, sizeof(CvContour), CV_RETR_EXTERNAL);
/* Process each contour: */
for(cnt = cnts; cnt; cnt=cnt->h_next)
{
CvBlob NewBlob;
/* Image moments: */
double M00,X,Y,XX,YY;
CvMoments m;
CvRect r = ((CvContour*)cnt)->rect;
CvMat mat;
if(r.height < 3 || r.width < 3) continue;
cvMoments( cvGetSubRect(pImgFG,&mat,r), &m, 0 );
M00 = cvGetSpatialMoment( &m, 0, 0 );
if(M00 <= 0 ) continue;
X = cvGetSpatialMoment( &m, 1, 0 )/M00;
Y = cvGetSpatialMoment( &m, 0, 1 )/M00;
XX = (cvGetSpatialMoment( &m, 2, 0 )/M00) - X*X;
YY = (cvGetSpatialMoment( &m, 0, 2 )/M00) - Y*Y;
NewBlob = cvBlob(r.x+(float)X,r.y+(float)Y,(float)(4*sqrt(XX)),(float)(4*sqrt(YY)));
m_BlobListNew.AddBlob(&NewBlob);
} /* Next contour. */
cvReleaseImage(&pBin);
}
for(int i=m_BlobList.GetBlobNum(); i>0; --i)
{ /* Predict new blob position. */
CvBlob* pB = NULL;
DefBlobTrackerCR* pBT = (DefBlobTrackerCR*)m_BlobList.GetBlob(i-1);
/* Update predictor. */
pBT->pPredictor->Update(&(pBT->blob));
pB = pBT->pPredictor->Predict();
if(pB)
{
pBT->BlobPredict = pB[0];
}
pBT->BlobPrev = pBT->blob;
} /* Predict new blob position. */
if(m_BlobList.GetBlobNum()>0 && m_BlobListNew.GetBlobNum()>0)
{ /* Resolve new blob to old: */
int NOld = m_BlobList.GetBlobNum();
int NNew = m_BlobListNew.GetBlobNum();
for(int i=0; i<NOld; i++)
{ /* Set 0 collision and clear all hyp: */
DefBlobTrackerCR* pF = (DefBlobTrackerCR*)m_BlobList.GetBlob(i);
pF->Collision = 0;
pF->pBlobHyp->Clear();
} /* Set 0 collision. */
/* Create correspondence records: */
for(int j=0; j<NNew; ++j)
{
CvBlob* pB1 = m_BlobListNew.GetBlob(j);
DefBlobTrackerCR* pFLast = NULL;
for(int i=0; i<NOld; i++)
{ /* Check intersection: */
int Intersection = 0;
DefBlobTrackerCR* pF = (DefBlobTrackerCR*)m_BlobList.GetBlob(i);
CvBlob* pB2 = &(pF->BlobPredict);
if( fabs(pB1->x-pB2->x)<0.5*(pB1->w+pB2->w) &&
fabs(pB1->y-pB2->y)<0.5*(pB1->h+pB2->h) ) Intersection = 1;
if(Intersection)
{
if(pFLast)
{
pF->Collision = pFLast->Collision = 1;
}
pFLast = pF;
pF->pBlobHyp->AddBlob(pB1);
}
} /* Check intersection. */
} /* Check next new blob. */
} /* Resolve new blob to old. */
for(int i=m_BlobList.GetBlobNum(); i>0; --i)
{ /* Track each blob. */
CvBlob* pB = m_BlobList.GetBlob(i-1);
DefBlobTrackerCR* pBT = (DefBlobTrackerCR*)pB;
int BlobID = CV_BLOB_ID(pB);
//CvBlob* pBBest = NULL;
//double DistBest = -1;
if(pBT->pResolver)
{
pBT->pResolver->SetCollision(pBT->Collision);
}
if(pBT->Collision)
{ /* Tracking in collision: */
if(pBT->pResolver)
{
pB[0] = pBT->pResolver->Process(&(pBT->BlobPredict),pImg, pImgFG)[0];
}
} /* Tracking in collision. */
else
{ /* Non-collision tracking: */
CvBlob NewCC = pBT->BlobPredict;
if(pBT->pBlobHyp->GetBlobNum()==1)
{ /* One blob to one CC: */
NewCC = pBT->pBlobHyp->GetBlob(0)[0];
}
else
{ /* One blob several CC: */
CvBlob* pBBest = NULL;
double DistBest = -1;
double CMax = 0;
for(int j=pBT->pBlobHyp->GetBlobNum();j>0;--j)
{ /* Find best CC: */
CvBlob* pBNew = pBT->pBlobHyp->GetBlob(j-1);
if(pBT->pResolver)
{ /* Choose CC by confidence: */
// double dx = fabs(CV_BLOB_X(pB)-CV_BLOB_X(pBNew));
// double dy = fabs(CV_BLOB_Y(pB)-CV_BLOB_Y(pBNew));
double C = pBT->pResolver->GetConfidence(pBNew,pImg, pImgFG);
if(C > CMax || pBBest == NULL)
{
CMax = C;
pBBest = pBNew;
}
}
else
{ /* Choose CC by distance: */
double dx = fabs(CV_BLOB_X(pB)-CV_BLOB_X(pBNew));
double dy = fabs(CV_BLOB_Y(pB)-CV_BLOB_Y(pBNew));
double Dist = sqrt(dx*dx+dy*dy);
if(Dist < DistBest || pBBest == NULL)
{
DistBest = Dist;
pBBest = pBNew;
}
}
} /* Find best CC. */
if(pBBest)
NewCC = pBBest[0];
} /* One blob several CC. */
pB->x = NewCC.x;
pB->y = NewCC.y;
pB->w = (m_AlphaSize)*NewCC.w+(1-m_AlphaSize)*pB->w;
pB->h = (m_AlphaSize)*NewCC.h+(1-m_AlphaSize)*pB->h;
pBT->pResolver->SkipProcess(&(pBT->BlobPredict),pImg, pImgFG);
} /* Non-collision tracking. */
pBT->pResolver->Update(pB, pImg, pImgFG);
CV_BLOB_ID(pB)=BlobID;
} /* Track next blob. */
if(m_Wnd)
{
IplImage* pI = cvCloneImage(pImg);
for(int i=m_BlobListNew.GetBlobNum(); i>0; --i)
{ /* Draw each new CC: */
CvBlob* pB = m_BlobListNew.GetBlob(i-1);
CvPoint p = cvPointFrom32f(CV_BLOB_CENTER(pB));
int x = cvRound(CV_BLOB_RX(pB)), y = cvRound(CV_BLOB_RY(pB));
CvSize s = cvSize(MAX(1,x), MAX(1,y));
//int c = 255;
cvEllipse( pI,
p,
s,
0, 0, 360,
CV_RGB(255,255,0), 1 );
}
for(int i=m_BlobList.GetBlobNum(); i>0; --i)
{ /* Draw each new CC: */
DefBlobTrackerCR* pF = (DefBlobTrackerCR*)m_BlobList.GetBlob(i-1);
CvBlob* pB = &(pF->BlobPredict);
CvPoint p = cvPointFrom32f(CV_BLOB_CENTER(pB));
int x = cvRound(CV_BLOB_RX(pB)), y = cvRound(CV_BLOB_RY(pB));
CvSize s = cvSize(MAX(1,x), MAX(1,y));
cvEllipse( pI,
p,
s,
0, 0, 360,
CV_RGB(0,0,255), 1 );
pB = &(pF->blob);
p = cvPointFrom32f(CV_BLOB_CENTER(pB));
x = cvRound(CV_BLOB_RX(pB)); y = cvRound(CV_BLOB_RY(pB));
s = cvSize(MAX(1,x), MAX(1,y));
cvEllipse( pI,
p,
s,
0, 0, 360,
CV_RGB(0,255,0), 1 );
}
//cvNamedWindow("CCwithCR",0);
//cvShowImage("CCwithCR",pI);
cvReleaseImage(&pI);
}
} /* Process. */
virtual void SaveState(CvFileStorage* fs)
{
int b,bN = m_BlobList.GetBlobNum();
cvWriteInt(fs,"BlobNum",m_BlobList.GetBlobNum());
cvStartWriteStruct(fs,"BlobList",CV_NODE_SEQ);
for(b=0; b<bN; ++b)
{
DefBlobTrackerCR* pF = (DefBlobTrackerCR*)m_BlobList.GetBlob(b);
cvStartWriteStruct(fs,NULL,CV_NODE_MAP);
cvWriteInt(fs,"ID",CV_BLOB_ID(pF));
cvStartWriteStruct(fs,"Blob",CV_NODE_SEQ|CV_NODE_FLOW);
cvWriteRawData(fs,&(pF->blob),1,"ffffi");
cvEndWriteStruct(fs);
cvStartWriteStruct(fs,"BlobPredict",CV_NODE_SEQ|CV_NODE_FLOW);
cvWriteRawData(fs,&(pF->BlobPredict),1,"ffffi");
cvEndWriteStruct(fs);
cvStartWriteStruct(fs,"BlobPrev",CV_NODE_SEQ|CV_NODE_FLOW);
cvWriteRawData(fs,&(pF->BlobPrev),1,"ffffi");
cvEndWriteStruct(fs);
pF->pBlobHyp->Write(fs,"BlobHyp");
cvWriteInt(fs,"Collision",pF->Collision);
cvStartWriteStruct(fs,"Predictor",CV_NODE_MAP);
pF->pPredictor->SaveState(fs);
cvEndWriteStruct(fs);
cvStartWriteStruct(fs,"Resolver",CV_NODE_MAP);
pF->pResolver->SaveState(fs);
cvEndWriteStruct(fs);
cvEndWriteStruct(fs);
}
cvEndWriteStruct(fs);
} /* SaveState. */
virtual void LoadState(CvFileStorage* fs, CvFileNode* node)
{
int b,bN = cvReadIntByName(fs,node,"BlobNum",0);
CvFileNode* pBlobListNode = cvGetFileNodeByName(fs,node,"BlobList");
if(!CV_NODE_IS_SEQ(pBlobListNode->tag)) return;
bN = pBlobListNode->data.seq->total;
for(b=0; b<bN; ++b)
{
DefBlobTrackerCR* pF = NULL;
CvBlob Blob;
CvFileNode* pSeqNode = NULL;
CvFileNode* pBlobNode = (CvFileNode*)cvGetSeqElem(pBlobListNode->data.seq,b);
assert(pBlobNode);
Blob.ID = cvReadIntByName(fs,pBlobNode,"ID",0);
pSeqNode = cvGetFileNodeByName(fs, pBlobNode, "Blob");
if(CV_NODE_IS_SEQ(pSeqNode->tag))
cvReadRawData( fs, pSeqNode, &Blob, "ffffi" );
AddBlob(&Blob,NULL,NULL);
pF = (DefBlobTrackerCR*)m_BlobList.GetBlobByID(Blob.ID);
pSeqNode = cvGetFileNodeByName(fs, pBlobNode, "BlobPredict");
if(CV_NODE_IS_SEQ(pSeqNode->tag))
cvReadRawData( fs, pSeqNode, &pF->BlobPredict, "ffffi" );
pSeqNode = cvGetFileNodeByName(fs, pBlobNode, "BlobPrev");
if(CV_NODE_IS_SEQ(pSeqNode->tag))
cvReadRawData( fs, pSeqNode, &pF->BlobPrev, "ffffi" );
pSeqNode = cvGetFileNodeByName(fs, pBlobNode, "BlobHyp");
if(pSeqNode)
pF->pBlobHyp->Load(fs,pSeqNode);
pF->Collision = cvReadIntByName(fs, pBlobNode,"Collision",pF->Collision);
pSeqNode = cvGetFileNodeByName(fs, pBlobNode, "Predictor");
if(pSeqNode)
pF->pPredictor->LoadState(fs,pSeqNode);
pSeqNode = cvGetFileNodeByName(fs, pBlobNode, "Resolver");
if(pSeqNode)
pF->pResolver->LoadState(fs,pSeqNode);
} /* Read next blob. */
} /* CCwithCR LoadState */
//void SetCollision(int Collision){m_Collision = Collision;};
};
CvBlobTrackerOne* cvCreateBlobTrackerOneMSPF();
CvBlobTracker* cvCreateBlobTrackerCCMSPF()
{
return (CvBlobTracker*) new CvBlobTrackerCCCR(cvCreateBlobTrackerOneMSPF,"MSPF");
}
/*============== BLOB TRACKERCC CLASS DECLARATION =============== */