Histogram equalization using java
I want to perform histogram equalization for an RGB image. For this , at first I generate the histogram using the following steps :
1)Map the intensity in the range [0,255] , by taking the gray value as val=img.getRGB(j, i) & 0xFF;
2)count the number of pixels corresponding to each intensity value(0-255)
3)Plot the histogram.
4)perform equalization
5)Now the problem I am concerned with is , to map to the RGB image corresponding to the equalized histogram. How do I do that? All are grayvalues .Any solution?
I did this once in Java. Input is a grayvalue buffered Image bi. Histogram of bi will be equalized. Here is the code.
int width =bi.getWidth();
int height =bi.getHeight();
int anzpixel= width*height;
int[] histogram = new int[255];
int[] iarray = new int[1];
int i =0;
//read pixel intensities into histogram
for (int x = 1; x < width; x++) {
for (int y = 1; y < height; y++) {
int valueBefore=bi.getRaster().getPixel(x, y,iarray)[0];
histogram[valueBefore]++;
}
}
int sum =0;
// build a Lookup table LUT containing scale factor
float[] lut = new float[anzpixel];
for ( i=0; i < 255; ++i )
{
sum += histogram[i];
lut[i] = sum * 255 / anzpixel;
}
// transform image using sum histogram as a Lookup table
for (int x = 1; x < width; x++) {
for (int y = 1; y < height; y++) {
int valueBefore=bi.getRaster().getPixel(x, y,iarray)[0];
int valueAfter= (int) lut[valueBefore];
iarray[0]=valueAfter;
bi.getRaster().setPixel(x, y, iarray);
}
}
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