Similarity Measurement between Color Image (OpenCV)
I'm working with a CBIR (Content-based Image Retrieval) project which will draw RGB histogram of images and also calculate the distance between other images with query image.
I'm using VS 2008 - MFC and OpenCV Library. The method I wanted to use for calculating the distance is Euclidean Distance(ED), but somehow I failed to work it out.
I found a function - cvCalcEMD2() that can help me calculate the distance between two histogram. To use this function, i need to create signature for my histogram.
Here is an example for creating signature that I found
in the For loop, there is a line where I need to pass in my histogram:
float bin_val = cvQueryHistValue_2D( hist1, h, s );
and in my function for histogram don't have something like the variable h_bins and s_bins
In my program, I calculate/draw my histogram into R, G and B. means, each image I've 3 histogram. eg: CvHistogram *hist_red, *hist_green, *hist_blue;
How do I us开发者_Go百科e my histogram to create signature?
*the link to my drawHistogram function is on my comment below
This is my code to create RGB hist signature in my project: In my case I needed the signature tu be an array of floats.
void makeColorSign(const IplImage* img,float** colorSign) {
unsigned int* N = Params::colorSignSize;
float* sign = (float*)malloc(N[0]*N[1]*3*sizeof(float));
IplImage* s = cvCreateImage(cvSize(N[0],N[1]),img->depth,img->nChannels);
cvResize(img,s,CV_INTER_NN);
RgbImage rgb(s);
for(unsigned int y=0; y<N[1]; ++y) {
for(unsigned int x=0; x<N[0]; ++x) {
unsigned int coord = (y*N[1]+x)*3;
sign[coord] = rgb[y][x].r;
sign[coord+1] = rgb[y][x].g;
sign[coord+2] = rgb[y][x].b;
}
}
*colorSign = sign;
cvReleaseImage(&s);
}
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