1 | initial version |
I think that it could be an answer how tou calcHist. I don't know how to make slice using opencv functions even using this post
int main(int argc, char **argv)
{
#define NBBIN 256
Mat m=imread("f:/lib/opencv/samples/data/lena.jpg",CV_LOAD_IMAGE_ANYCOLOR);
vector<int> hManual(0xFFFFFF);
int scale[]={2,4,8};
// My own histogram to check
for (int i=0;i<m.rows;i++)
for (int j = 0; j < m.cols; j++)
{
Vec3b v=m.at<Vec3b>(j,i);
hManual[v[0] / scale[0] +256*(v[1] / scale[1]) +65536*(v[2] / scale[2])]++;
}
const int indCanaux[] = {0,1,2 };
const int bins[] = { NBBIN / scale[0],NBBIN / scale[1],NBBIN/scale[2] };
float etenduI[2] = { 0,NBBIN };
float etenduJ[2] = { 0,NBBIN };
float etenduK[2] = { 0,NBBIN };
float *lEtendu[]={ etenduI,etenduJ,etenduK};
calcHist(&m,1, indCanaux,Mat(),histo3d,3,bins, (const float **)lEtendu,true,false);
Range rangesHisto[] = { Range(0,bins[0]), Range(0,bins[1]),Range(0,bins[2]) };
int nbManual=0,nb2dnz=0,nb3dnz=0,nbPb=0,nbPbBis=0;
float max=0;
int nbPixel2d=0,nbPixel3d=0;
cout << "Size 0 = " << histo3d.size[0] << "\n";
cout << "Size 1 = " << histo3d.size[1] << "\n";
cout << "Size 2 = " << histo3d.size[2] << "\n";
for (int i = 0; i < bins[0]; i++)
{
Mat coupe;
rangesHisto[0] = cv::Range(i, i + 1);
coupe = histo3d(rangesHisto).clone();
if (i==0)
{
cout << "Size 0 = " << coupe.size[0] << "\n";
cout << "Size 1 = " << coupe.size[1] << "\n";
cout << "Size 2 = " << coupe.size[2] << "\n";
}
Mat histo2d(2, &(histo3d.size[1]), histo3d.type());
coupe.copySize(histo2d);
{
for (int j = 0; j<bins[1]; j ++)
for (int k = 0; k<bins[2]; k ++)
if (histo3d.type()==CV_32S )
{
float h2d = histo2d.at<int>(j, i), h3d = histo3d.at<int>(k, j, i);
if (h2d > 0)
nb2dnz++;
if (h3d > 0)
nb3dnz++;
if (h3d>max)
max=h3d;
if (h3d != h2d)
nbPb++;
if (h3d!=hManual[i+j*256+k*65536])
nbPbBis++;
nbPixel3d += h3d;
nbPixel2d += h2d;
}
else
if (histo3d.type() == CV_32F )
{
float h2d= histo2d.at<float>(j,k),h3d= histo3d.at<float>(i,j,k),hM= hManual[i + j * 256 + k * 65536];
if (h2d > 0)
nb2dnz++;
if (h3d > 0)
nb3dnz++;
if (h3d>max)
max = h3d;
if (h3d != h2d)
nbPb++;
if (abs(h3d-hM)>1)
nbPbBis++;
nbPixel3d += h3d;
nbPixel2d += h2d;
}
}
}
cout<<"Using slice Voxel != 0 ==> "<< nb2dnz <<"\n"<<"Using histo3d Voxel !=0 ==> "<< nb3dnz <<"\n";
cout << "Using slice Voxel != Using histo3d Voxel ==> " << nbPb << "\n";
cout << "Using slice Voxel in histogram ==> " << nbPixel2d << "\n";
cout << "Using histo3d Voxel in histogram ==> " << nbPixel3d << "\n";
cout << "Using histo3d Voxel!=manual ==> " << nbPbBis << "\n";
cout<<"max = "<<max<<"\n";
int indPlan=0;
Mat plan(bins[0], bins[1],CV_32FC1);
for (int i = 0; i<bins[0]; i++)
for (int j = 0; j<bins[1]; j++)
plan.at<float>(i,j) = i/256.0;
imshow("Plane Histo", plan);
waitKey();
for (int i = 0; i<bins[0]; i ++)
for (int j = 0; j<bins[1]; j ++)
plan.at<float>(i,j)= (histo3d.at<float>(i,j,indPlan)/max);
bool fin=false;
for (;!fin;)
{
Mat planx4;
resize(plan,planx4,Size(),4,4);
putText(planx4, format("Plane %d", indPlan),Point(NBBIN/2, NBBIN/2), FONT_HERSHEY_SIMPLEX,1,Scalar(255,0,255));
imshow("Plane Histo", planx4);
char c=waitKey();
switch (c) {
case 27:
fin=true;
break;
case '+':
indPlan = (indPlan++) % bins[2];
break;
case '-':
indPlan = (indPlan--) % bins[2];
break;
}
if (!fin)
for (int i = 0; i<bins[0]; i++)
for (int j = 0; j<bins[1]; j++)
plan.at<float>(i,j) = histo3d.at<float>(i,j,indPlan);
}
//DrawOpenGLHisto3D(histo3d);
return 0;
}
2 | No.2 Revision |
I think that it could be an answer how tou calcHist. I don't know how to make slice using opencv functions even using this post
#include "opencv2/video/tracking.hpp"
#include "opencv2/imgproc/imgproc.hpp"
#include "opencv2/videoio/videoio.hpp"
#include "opencv2/highgui/highgui.hpp"
#include <iostream>
using namespace cv;
using namespace std;
int size[] = {256,256,256};
Mat histo3d(3,size,CV_32FC1);
int main(int argc, char **argv)
{
#define NBBIN 256
Mat m=imread("f:/lib/opencv/samples/data/lena.jpg",CV_LOAD_IMAGE_ANYCOLOR);
vector<int> hManual(0xFFFFFF);
int scale[]={2,4,8};
// My own histogram to check
for (int i=0;i<m.rows;i++)
for (int j = 0; j < m.cols; j++)
{
Vec3b v=m.at<Vec3b>(j,i);
hManual[v[0] / scale[0] +256*(v[1] / scale[1]) +65536*(v[2] / scale[2])]++;
}
const int indCanaux[] = {0,1,2 };
const int bins[] = { NBBIN / scale[0],NBBIN / scale[1],NBBIN/scale[2] };
float etenduI[2] = { 0,NBBIN };
float etenduJ[2] = { 0,NBBIN };
float etenduK[2] = { 0,NBBIN };
float *lEtendu[]={ etenduI,etenduJ,etenduK};
calcHist(&m,1, indCanaux,Mat(),histo3d,3,bins, (const float **)lEtendu,true,false);
Range rangesHisto[] = { Range(0,bins[0]), Range(0,bins[1]),Range(0,bins[2]) };
int nbManual=0,nb2dnz=0,nb3dnz=0,nbPb=0,nbPbBis=0;
float max=0;
int nbPixel2d=0,nbPixel3d=0;
cout << "Size 0 = " << histo3d.size[0] << "\n";
cout << "Size 1 = " << histo3d.size[1] << "\n";
cout << "Size 2 = " << histo3d.size[2] << "\n";
for (int i = 0; i < bins[0]; i++)
{
Mat coupe;
rangesHisto[0] = cv::Range(i, i + 1);
coupe = histo3d(rangesHisto).clone();
if (i==0)
{
cout << "Size 0 = " << coupe.size[0] << "\n";
cout << "Size 1 = " << coupe.size[1] << "\n";
cout << "Size 2 = " << coupe.size[2] << "\n";
}
Mat histo2d(2, &(histo3d.size[1]), histo3d.type());
coupe.copySize(histo2d);
{
for (int j = 0; j<bins[1]; j ++)
for (int k = 0; k<bins[2]; k ++)
if (histo3d.type()==CV_32S )
{
float h2d = histo2d.at<int>(j, i), h3d = histo3d.at<int>(k, j, i);
if (h2d > 0)
nb2dnz++;
if (h3d > 0)
nb3dnz++;
if (h3d>max)
max=h3d;
if (h3d != h2d)
nbPb++;
if (h3d!=hManual[i+j*256+k*65536])
nbPbBis++;
nbPixel3d += h3d;
nbPixel2d += h2d;
}
else
if (histo3d.type() == CV_32F )
{
float h2d= histo2d.at<float>(j,k),h3d= histo3d.at<float>(i,j,k),hM= hManual[i + j * 256 + k * 65536];
if (h2d > 0)
nb2dnz++;
if (h3d > 0)
nb3dnz++;
if (h3d>max)
max = h3d;
if (h3d != h2d)
nbPb++;
if (abs(h3d-hM)>1)
nbPbBis++;
nbPixel3d += h3d;
nbPixel2d += h2d;
}
}
}
cout<<"Using slice Voxel != 0 ==> "<< nb2dnz <<"\n"<<"Using histo3d Voxel !=0 ==> "<< nb3dnz <<"\n";
cout << "Using slice Voxel != Using histo3d Voxel ==> " << nbPb << "\n";
cout << "Using slice Voxel in histogram ==> " << nbPixel2d << "\n";
cout << "Using histo3d Voxel in histogram ==> " << nbPixel3d << "\n";
cout << "Using histo3d Voxel!=manual ==> " << nbPbBis << "\n";
cout<<"max = "<<max<<"\n";
int indPlan=0;
Mat plan(bins[0], bins[1],CV_32FC1);
for (int i = 0; i<bins[0]; i++)
for (int j = 0; j<bins[1]; j++)
plan.at<float>(i,j) = i/256.0;
imshow("Plane Histo", plan);
waitKey();
for (int i = 0; i<bins[0]; i ++)
for (int j = 0; j<bins[1]; j ++)
plan.at<float>(i,j)= (histo3d.at<float>(i,j,indPlan)/max);
bool fin=false;
for (;!fin;)
{
Mat planx4;
resize(plan,planx4,Size(),4,4);
putText(planx4, format("Plane %d", indPlan),Point(NBBIN/2, NBBIN/2), FONT_HERSHEY_SIMPLEX,1,Scalar(255,0,255));
imshow("Plane Histo", planx4);
char c=waitKey();
switch (c) {
case 27:
fin=true;
break;
case '+':
indPlan = (indPlan++) % bins[2];
break;
case '-':
indPlan = (indPlan--) % bins[2];
break;
}
if (!fin)
for (int i = 0; i<bins[0]; i++)
for (int j = 0; j<bins[1]; j++)
plan.at<float>(i,j) = histo3d.at<float>(i,j,indPlan);
}
//DrawOpenGLHisto3D(histo3d);
return 0;
}
}
3 | No.3 Revision |
I think that it could be an answer how tou calcHist. I don't know how to make slice using opencv functions even using this post
#include "opencv2/video/tracking.hpp"
#include "opencv2/imgproc/imgproc.hpp"
#include "opencv2/videoio/videoio.hpp"
#include "opencv2/highgui/highgui.hpp"
#include <iostream>
using namespace cv;
using namespace std;
int size[] = {256,256,256};
Mat histo3d(3,size,CV_32FC1);
int main(int argc, char **argv)
{
#define NBBIN 256
Mat m=imread("f:/lib/opencv/samples/data/lena.jpg",CV_LOAD_IMAGE_ANYCOLOR);
vector<int> hManual(0xFFFFFF);
int scale[]={2,4,8};
// My own histogram to check
for (int i=0;i<m.rows;i++)
for (int j = 0; j < m.cols; j++)
{
Vec3b v=m.at<Vec3b>(j,i);
hManual[v[0] / scale[0] +256*(v[1] / scale[1]) +65536*(v[2] / scale[2])]++;
}
const int indCanaux[] = {0,1,2 };
Mat histo3d;
const int bins[] = { NBBIN / scale[0],NBBIN / scale[1],NBBIN/scale[2] };
float etenduI[2] = { 0,NBBIN };
float etenduJ[2] = { 0,NBBIN };
float etenduK[2] = { 0,NBBIN };
float *lEtendu[]={ etenduI,etenduJ,etenduK};
calcHist(&m,1, indCanaux,Mat(),histo3d,3,bins, (const float **)lEtendu,true,false);
Range rangesHisto[] = { Range(0,bins[0]), Range(0,bins[1]),Range(0,bins[2]) };
int nbManual=0,nb2dnz=0,nb3dnz=0,nbPb=0,nbPbBis=0;
float max=0;
int nbPixel2d=0,nbPixel3d=0;
cout << "Size 0 = " << histo3d.size[0] << "\n";
cout << "Size 1 = " << histo3d.size[1] << "\n";
cout << "Size 2 = " << histo3d.size[2] << "\n";
for (int i = 0; i < bins[0]; i++)
{
Mat coupe;
rangesHisto[0] = cv::Range(i, i + 1);
coupe = histo3d(rangesHisto).clone();
if (i==0)
{
cout << "Size 0 = " << coupe.size[0] << "\n";
cout << "Size 1 = " << coupe.size[1] << "\n";
cout << "Size 2 = " << coupe.size[2] << "\n";
}
Mat histo2d(2, &(histo3d.size[1]), histo3d.type());
coupe.copySize(histo2d);
{
for (int j = 0; j<bins[1]; j ++)
for (int k = 0; k<bins[2]; k ++)
if (histo3d.type()==CV_32S )
{
float h2d = histo2d.at<int>(j, i), h3d = histo3d.at<int>(k, j, i);
if (h2d > 0)
nb2dnz++;
if (h3d > 0)
nb3dnz++;
if (h3d>max)
max=h3d;
if (h3d != h2d)
nbPb++;
if (h3d!=hManual[i+j*256+k*65536])
nbPbBis++;
nbPixel3d += h3d;
nbPixel2d += h2d;
}
else
if (histo3d.type() == CV_32F )
{
float h2d= histo2d.at<float>(j,k),h3d= histo3d.at<float>(i,j,k),hM= hManual[i + j * 256 + k * 65536];
if (h2d > 0)
nb2dnz++;
if (h3d > 0)
nb3dnz++;
if (h3d>max)
max = h3d;
if (h3d != h2d)
nbPb++;
if (abs(h3d-hM)>1)
nbPbBis++;
nbPixel3d += h3d;
nbPixel2d += h2d;
}
}
}
cout<<"Using slice Voxel != 0 ==> "<< nb2dnz <<"\n"<<"Using histo3d Voxel !=0 ==> "<< nb3dnz <<"\n";
cout << "Using slice Voxel != Using histo3d Voxel ==> " << nbPb << "\n";
cout << "Using slice Voxel in histogram ==> " << nbPixel2d << "\n";
cout << "Using histo3d Voxel in histogram ==> " << nbPixel3d << "\n";
cout << "Using histo3d Voxel!=manual ==> " << nbPbBis << "\n";
cout<<"max = "<<max<<"\n";
int indPlan=0;
Mat plan(bins[0], bins[1],CV_32FC1);
for (int i = 0; i<bins[0]; i++)
for (int j = 0; j<bins[1]; j++)
plan.at<float>(i,j) = i/256.0;
imshow("Plane Histo", plan);
waitKey();
for (int i = 0; i<bins[0]; i ++)
for (int j = 0; j<bins[1]; j ++)
plan.at<float>(i,j)= (histo3d.at<float>(i,j,indPlan)/max);
bool fin=false;
for (;!fin;)
{
Mat planx4;
resize(plan,planx4,Size(),4,4);
putText(planx4, format("Plane %d", indPlan),Point(NBBIN/2, NBBIN/2), FONT_HERSHEY_SIMPLEX,1,Scalar(255,0,255));
imshow("Plane Histo", planx4);
char c=waitKey();
switch (c) {
case 27:
fin=true;
break;
case '+':
indPlan = (indPlan++) % bins[2];
break;
case '-':
indPlan = (indPlan--) % bins[2];
break;
}
if (!fin)
for (int i = 0; i<bins[0]; i++)
for (int j = 0; j<bins[1]; j++)
plan.at<float>(i,j) = histo3d.at<float>(i,j,indPlan);
}
//DrawOpenGLHisto3D(histo3d);
return 0;
}