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b/Thoracic Organs Segmentation code/TwoPhaseLevel Sets/EvolutionProcess.cpp |
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/*///////////////////////////////////////////////////////////////////////////////////// |
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2 phase level set method |
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0-input image |
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1-initial phi1 |
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2-dt=>time-step of iteration |
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3-kappa =>coefficient of the weighted length term L(phi1) |
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4-lambda1 =>coefficient of insice C term |
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5-lambda2 =>coefficient of outside C term |
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6-lambda=>coefficient of the weighted length term L(phi2) |
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7-mu => coefficient of the internal (penalizing) energy term P(phi1),P(phi2) |
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8-v=>coefficient of the weighted area term A(phi2) |
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9-iterations |
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10-g=>edge indicator |
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/*///////////////////////////////////////////////////////////////////////////////////// |
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#include <mex.h> |
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#include <mat.h> |
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#include <matrix.h> |
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#define cimg_plugin "cimgmatlab.h" |
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#include "CImg.h" |
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#include <iostream> |
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#include <string> |
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#include <math.h> |
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using namespace cimg_library; |
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using namespace std; |
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//globa values |
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const double epsilon=0.8; // the papamater smooth Dirac function (default value 1.5); |
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const float precision=0.009f;//precision of the error estimation |
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//functions |
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CImg<double> DiracU( CImg<double>& u0) ; |
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CImg<double> Heaviside(CImg<double>& u0); |
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CImg<double> ExtractContour(CImg<double> LevelSet); |
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CImg<unsigned char> get_level0(const CImg<>& img); |
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CImg<unsigned char> InitialLevelSet(CImg<double>&Img); |
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CImg<double> DiracF(CImg<double>& u1,CImg<double>& u2); |
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//----------------- |
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// Main-MexFunction |
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//----------------- |
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void mexFunction(int nlhs, mxArray *plhs[], int nrhs, const mxArray *prhs[]) { |
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if (nrhs < 13) mexErrMsgTxt("No enough input arguments."); |
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if (nrhs >13) mexErrMsgTxt("Too many input arguments."); |
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if (nrhs == 13){ |
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//Input Parameters ( inputs) |
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CImg<double> Img(prhs[0],true); //input image |
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CImg<double> phi1(prhs[1],true); //Rib cage curve |
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CImg<double> phi2(prhs[2],true); //Second level set function which tracks the heart inside the rib cage |
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CImg<int> VolumeMask(prhs[3],true); |
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const double dt= mxGetScalar( prhs[4]); //time-step of iteration |
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const double kappa = mxGetScalar(prhs[5]); //coefficient of the weighted length term L(phi1) |
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const double lambda1 = mxGetScalar(prhs[6]);//coefficient of insice C term |
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const double lambda2 = mxGetScalar(prhs[7]);//coefficient of outside C term |
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const double lambda = mxGetScalar(prhs[8]); //coefficient of the weighted length term L(phi2) |
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const double mu = mxGetScalar(prhs[9]); // coefficient of the internal (penalizing) energy term P(u) |
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const double v = mxGetScalar(prhs[10]); //coefficient of the weighted area term A(u) |
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const unsigned int nb_iter = mxGetScalar(prhs[11]);//number of iterations |
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CImg<double> g(prhs[12],true); //edge indicator for phi2 evolution |
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////////////////////////////////////////////////////////////////////////////////////////////////// |
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//Design the initial distance functions phi1,phi2 |
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unsigned char col[1]={2};//color filling |
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phi1.draw_fill(0,0,col); |
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phi2.draw_fill(0,0,col); |
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//Define rib cage Mask; |
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CImg<double> f(phi1.dimx(),phi1.dimy()); |
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f.fill(-2); |
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cimg_forXY(phi1,x,y){if(phi1(x,y)==0) f(x,y)=1;} |
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cimg_forXY(phi1,x,y){ |
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phi1(x,y)=-floor(phi1(x,y)-phi2(x,y))-1; |
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phi2(x,y)=5*(phi2(x,y)-1); |
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} |
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phi1.distance_hamilton(15);//distance function |
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// CImgDisplay disp(phi2,"phi2",0); |
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//Initializations |
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CImg<double> dphi1(Img.dimx(),Img.dimy(),2); //derivatives of phi |
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CImg<double> veloc1(phi1.dimx(),phi1.dimy());//evolution matrix |
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CImg<double> N_dphi1(phi1.dimx(),phi1.dimy(),2); //Normalize gradient of function Phi1 |
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CImg<double> veloc2(phi2.dimx(),phi2.dimy()); |
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CImg<double> N_dphi2(phi2.dimx(),phi2.dimy(),2); //Normalize gradient of function Phi2 |
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//Chan-Vese Coefficients |
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double c1=0, c2=0, Averagec1=0, Averagec2=0; |
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//Edge indicator for Phi2 evolution |
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CImg<double>dg(g.dimx(),g.dimy(),1,2); |
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cimg_for3XY(g,x,y){ |
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dg(x,y,0)=0.5*(g(_n1x,y)-g(_p1x,y)), |
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dg(x,y,1)=0.5*(g(x,_n1y)-g(x,_p1y)); |
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} |
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//Heaviside for the initial rib cage |
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CImg<double> HeavisideF_R=Heaviside(f); |
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double E1=1e20f,E2=1e20f;//Initial energies |
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double Eold1 = 0, Eold2=0; |
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veloc1.fill(0); |
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veloc2.fill(0); |
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////////////////////////////////////////////////////////////////////////////////////////////// |
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// PDEs |
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for (unsigned int iter=0; iter<=nb_iter; iter++) { |
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CImg<double>diracF1=DiracU(phi1); |
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CImg<double>HeavisideF1=Heaviside(phi1); |
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CImg<double>diracF2=DiracU(phi2); |
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CImg<double>HeavisideF2=Heaviside(-phi2); |
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//Estimation of derivatives of the Phi1,Phi2 and the chan-vese coefficients for the Phi1 evolution |
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cimg_for3XY(phi1,x,y)if (VolumeMask(x,y)==0){ |
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//Phi1-Chan Vese |
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const double |
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phix1=0.5*(phi1(_n1x,y)-phi1(_p1x,y)), |
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phiy1=0.5*(phi1(x,_n1y)-phi1(x,_p1y)); //derivatives of phi1(central approximation) |
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const double Mag_dphi1= sqrt(pow(phix1,2)+ pow(phiy1,2)+1e-10); //magnitude of grad(phi) |
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N_dphi1(x,y,0)=phix1/Mag_dphi1; |
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N_dphi1(x,y,1)=phiy1/Mag_dphi1; |
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c1+=HeavisideF1(x,y)* Img(x,y); |
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c2+=(1-HeavisideF1(x,y))*Img(x,y); |
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Averagec1+=HeavisideF1(x,y); |
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Averagec2+=HeavisideF1(x,y); |
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///////////////////////////////////////////////////////////////////////////////////// |
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//Phi2 evolution-Front propagation or Level set function without re-initialization |
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const double |
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phix2=0.5*(phi2(_n1x,y)-phi2(_p1x,y)), |
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phiy2=0.5*(phi2(x,_n1y)-phi2(x,_p1y)); //derivatives of phi2 |
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const double Mag_dphi2= sqrt(pow(phix2,2)+ pow(phiy2,2)+1e-10); //magnitude of grad(phi2) |
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N_dphi2(x,y,0)=phix2/Mag_dphi2; |
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N_dphi2(x,y,1)=phiy2/Mag_dphi2; |
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} |
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//chan-vese coefficients update |
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c1/=(Averagec1+1e-5); |
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c2/=(Averagec2+1e-5); |
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cimg_for3XY(Img,x,y)if (VolumeMask(x,y)==0){ |
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//Chan-Vese level set function |
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const double |
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Laplac_phi1=(phi1(_n1x,y) + phi1(_p1x,y) + phi1(x,_n1y) + phi1(x,_p1y))-4*phi1(x,y), //laplacian operator |
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K1=0.5*(N_dphi1(_n1x,y,0)-N_dphi1(_p1x,y,0))+0.5*(N_dphi1(x,_n1y,1)-N_dphi1(x,_p1y,1));//curvature estimation |
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const double |
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phixx1=(phi1(_n1x,y)+phi1(_p1x,y)-2*phi1(x,y)),//second derivatives of Phi1 |
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phiyy1=(phi1(x,_n1y)+phi1(x,_p1y)-2*phi1(x,y)); |
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//Evolution equation of Phi1 |
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veloc1(x,y)=mu*(Laplac_phi1-K1)-lambda1* diracF1(x,y)* pow(Img(x,y)-c1,2)+lambda2*diracF1(x,y)*pow(Img(x,y)-c2,2)+kappa*diracF1(x,y)*K1; |
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E1+=lambda1*HeavisideF1(x,y)*pow(Img(x,y)-c1,2)+lambda2*(1-HeavisideF1(x,y))*pow(Img(x,y)-c2,2); |
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//Phi2-front propagation level set function (without re-initiallization) |
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const double |
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Laplac_phi2=(phi2(_n1x,y) + phi2(_p1x,y) + phi2(x,_n1y) + phi2(x,_p1y))-4*phi2(x,y), |
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K2=0.5*(N_dphi2(_n1x,y,0)-N_dphi2(_p1x,y,0))+0.5*(N_dphi2(x,_n1y,1)-N_dphi2(x,_p1y,1)); |
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const double |
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phixx2=(phi2(_n1x,y)+phi2(_p1x,y)-2*phi2(x,y)), |
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phiyy2=(phi2(x,_n1y)+phi2(x,_p1y)-2*phi2(x,y)); |
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veloc2(x,y)=lambda* diracF2(x,y)*( dg(x,y,0)* N_dphi2(x,y,0) +dg(x,y,1)* N_dphi2(x,y,1) + g(x,y)*K2)+mu*(Laplac_phi2-K2)+v*g(x,y)*diracF2(x,y); |
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veloc2(x,y)=veloc2(x,y)*HeavisideF_R(x,y)*(1-HeavisideF1(x,y)*(-HeavisideF2(x,y))); |
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//Energy estimation |
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// E2+=lambda*g(x,y)*diracF2(x,y)* Mag_dphi2+1/2*mu*pow( Mag_dphi2-1,2)+v*HeavisideF2(x,y)*g(x,y); |
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// if (!(iter%400)) { |
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// get_level0(phi2).resize(disp.dimx(),disp.dimy()).draw_grid(20,20,0,0,false,false,col,0.4f,0xCCCCCCCC,0xCCCCCCCC). |
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// draw_text(5,5,"Iteration %d",col,0,1,11,iter).display(disp); |
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// } |
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} |
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phi1+=dt*veloc1; |
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phi2+=dt*veloc2; |
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if ((abs(Eold1-E1)<0.001f) && (abs(Eold2-E2)<0.001f)) break; |
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c1=0,Averagec1=0; |
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c2=0,Averagec2=0; |
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Eold1 = E1, Eold2=E2; |
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E1=0;E2=0; |
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} |
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plhs[0]= phi1.toMatlab(); |
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plhs[1]= phi2.toMatlab(); |
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} |
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return; |
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} |
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CImg<double> DiracU(CImg<double>& u0) { |
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CImg<double> u(u0.dimx(),u0.dimy()); |
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u.fill(0); |
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cimg_forXY(u0,x,y) { |
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if (u0(x,y)<=epsilon && u0(x,y)>=-epsilon){ |
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u(x,y)=(double)1/(2*epsilon)*(1+cos(3.14*u0(x,y)/epsilon)); |
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} |
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} |
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return u; |
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} |
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CImg<double> Heaviside(CImg<double>& u0) { |
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CImg<double> u(u0.dimx(),u0.dimy()); |
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u.fill(0); |
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/*cimg_forXY(u0,x,y){ |
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u(x,y)=1/2*(1+2/3.14*atan(u(x,y)/epsilon)); |
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}*/ |
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cimg_forXY(u0,x,y) { |
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if (u0(x,y)>=-epsilon && u0(x,y)<=epsilon){ |
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u(x,y)=(double) 1/2+u0(x,y)/(2*epsilon)+1/(2*3.14)*sin(3.14*u0(x,y)/epsilon); |
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} |
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if (u0(x,y)>epsilon) u(x,y)=1; |
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} |
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return u; |
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} |
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/*******************************************************************************/ |
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CImg<double> ExtractContour(CImg<double> LevelSet) |
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{ |
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CImg<double> Contour(LevelSet.dimx(),LevelSet.dimy(),1,1); |
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Contour.fill(0); |
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CImg_3x3(I,double); |
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cimg_for3x3(LevelSet,x,y,0,0,I) |
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{ |
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if(Icc*Icp<=0 || Icc*Icn<=0 || Icc*Ipc<=0 || Icc*Inc<=0) |
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Contour(x,y) = 1; |
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} |
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return Contour; |
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} |
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////////////////////////////////////////////////////////////////////////////////////////////// |
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// Create a user-defined closed curve (Initial level set fuction) |
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CImg<unsigned char> InitialLevelSet(CImg<double>&Img){ |
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CImg<unsigned char> curve(Img.dimx(),Img.dimy(),Img.dimz(),2,0); |
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unsigned char col1[2]={0,255}, col2[2]={200,255}, col3[2]={255,255};//colors |
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curve.draw_grid(20,20,0,0,false,false,col1,0.4f,0xCCCCCCCC,0xCCCCCCCC). |
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draw_text(5,5,"Please draw your curve\nin the middle of this window\n(Use your mouse)\n-heart initial curve",col1); |
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CImgDisplay disp(curve,"Image",0); |
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CImg<double> tempImg(Img); |
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int xo=-1,yo=-1,x0=-1,y0=-1,x1=-1,y1=-1; |
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while (!disp.is_closed && (x0<0 || disp.button)) { |
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if (disp.button && disp.mouse_x>=0 && disp.mouse_y>=0) { |
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if (x0<0) { xo = x0 = disp.mouse_x; yo = y0 = disp.mouse_y; } else { |
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x1 = disp.mouse_x; y1 = disp.mouse_y; |
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curve.draw_line(x0,y0,x1,y1,col2);//.display(disp); |
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tempImg.draw_point(x1,y1,col1).display(disp); |
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x0 = x1; y0 = y1; |
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} |
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} |
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disp.wait(); |
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if (disp.is_resized) disp.resize(disp); |
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} |
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curve.draw_line(x1,y1,xo,yo,col2).channel(0).draw_fill(0,0,col3); |
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return curve; |
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} |
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////////////////////////////////////////////////////////////////////////////////////////////// |
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// get_level0() : Retrieve the curve corresponding to the zero level set of the distance function |
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//------------- |
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CImg<unsigned char> get_level0(const CImg<>& img) { |
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CImg<unsigned char> dest(img); |
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CImg_2x2(I,float); Inn = 0; |
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cimg_for2x2(img,x,y,0,0,I) if (Icc*Inc<0 || Icc*Icn<0) dest(x,y) = 255; else dest(x,y) = Icc<0?100:0; |
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return dest; |
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} |
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