I got this code Im working on, extracted from http://smsoftdev-solutions.blogspot.com/2009/08/integral-histogram-for-fast-calculation.html.
Currently im porting the code on that page to opencv2 c++ implementation, and this is what I have so far.
MAIN
using namespace cv;
using namespace std;
//CONSTANTES
#define PI 3.142
//FUNCIONES
vector<Mat> extractIntegralHist(Mat in, const int _nbins);
int main(int argc, char *argv[])
{
//Definicion de variables
Mat frame;
vector<Mat> integrals(9);
namedWindow("main_video",WINDOW_AUTOSIZE);
namedWindow("temporal_window",WINDOW_AUTOSIZE);
//Inicializa la captura del video
VideoCapture cap(0);
if(!cap.isOpened()){
return -1;
cout << "No se puede capturar";
}
//Loop principal
while(1){
cap >> frame;
imshow("main_video",frame);
waitKey(1);
extractIntegralHist(frame, 9);
}
integrals.clear();
}
FUNCTION
//CALCULAR HISTOGRAMAS DE INTEGRALES
vector<Mat> extractIntegralHist(Mat in, const int _nbins){
Mat in_gray;
int x,y;
float temp_gradient,temp_magnitude;
namedWindow("temporal_window",WINDOW_AUTOSIZE);
//Convierte la imagen a escala de grises y normaliza
cvtColor(in,in_gray,CV_RGB2GRAY);
equalizeHist(in_gray,in_gray);
//Calcula la derivada de la imagen en gris en direccion x,y utilizando sobel
Mat xsobel, ysobel;
Sobel(in_gray, xsobel, CV_32FC1, 1, 0, 1);
Sobel(in_gray, ysobel, CV_32FC1, 0, 1, 1);
in_gray.release();
//Crea la matriz de 9 imagenes contenedoras -- REVISAR ESTE CODIGO
vector<Mat> bins(_nbins);
for (int i = 0; i < _nbins ; i++) {
bins[9] = Mat::zeros(in.size(),CV_32F);
}
//Crea la matriz donde se guardaran las integrales de la imagen
vector<Mat> integrals(_nbins);
for (int i = 0; i < _nbins ; i++) {
integrals[9] = Mat(Size(in_gray.cols+1,in_gray.rows+1),CV_64F);
}
//Calcula los contenedores
for(y=0;y<in.rows;y++){
float* xSobelPtr = (float*) (xsobel.row(y).data);
float* ySobelPtr = (float*) (ysobel.row(y).data);
float** binsRowPtrs = new float *[_nbins];
for (int i = 0; i < _nbins; i++){
binsRowPtrs[i] = (float*) (bins[i].row(y).data);
}
//Para cada pixel en la fila los valores de magnitud y orientacion son calculados
for(x=0;x<in.cols;x++){
if(xSobelPtr==0){
temp_gradient = ((atan(ySobelPtr[x]/(xSobelPtr[x]+0.00001)))*(180/PI)+90);
}
else{
temp_gradient = ((atan(ySobelPtr[x]/xSobelPtr[x]))+(180/PI)+90);
}
temp_magnitude = sqrt((xSobelPtr[x] * xSobelPtr[x]) + (ySobelPtr[x] * ySobelPtr[x]));
float binStep = 180/ /*_nbins*/9;
for (int i=1 ; i<=/*_nbins*/9 ; i++){
if (temp_gradient <= binStep*i){
binsRowPtrs[i-1][x] = temp_magnitude;
break;
}
}
}
}
for (int i = 0; i<_nbins;i++){
integral(bins[i],integrals[i]);
}
for (int i = 0; i <_nbins ; i++){
bins[i].release();
}
return integrals;
}
The program compiles, but when I run it, it just stops, the debugger shows me a SIGSEV error and shows line 61 and 38.
38 - extractIntegralHist(frame, 9);
61 - bins[9] = Mat::zeros(in.size(),CV_32F);
I havent been able to pinpoint the problem because everything seems fine to me, can you take a look to the code please?
Edit. Update. It appears the program stop when the function extractIntegralHist is run, allegedly on line 61 (of the function). Now, I know this is a memory handling exception but I just can't find what's wrong with it, furthermore I don't understand what the debugger is telling me.
Thanks.
The line
bins[9] = Mat::zeros(in.size(),CV_32F);
is attempting to access the tenth (note the zero-indexing) element of bins
. Since _nbins
is passed in with a value of 9
, this is past the vector's bounds. Also, if you use .at()
instead of accessing elements using []
, this kind of error will throw an out_of_range
exception which should be more helpful in diagnosing the problem.
To assign each element of the vector to a cv::Mat
containing zeroes, consider changing your loop to
for (int i = 0; i < _nbins ; i++) {
bins[i] = Mat::zeros(in.size(),CV_32F);
}
Or more succinctly, remove the loop and replace your bins
initialization with
vector<Mat> bins(_nbins, Mat::zeros(in.size(),CV_32F));
Note that you have the same problem in your initialization of integrals
.