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lpo-image-processing/05/do_sprawdzenia/cpp/bin_otsu.cpp

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2021-03-28 14:03:07 +02:00
#include "bin_otsu.h"
#include "histogram_equalization.h"
#include "../histogram.h"
BinarizationOtsu::BinarizationOtsu(PNM* img) :
Transformation(img)
{
}
BinarizationOtsu::BinarizationOtsu(PNM* img, ImageViewer* iv) :
Transformation(img, iv)
{
}
PNM* BinarizationOtsu::transform()
{
int width = image->width();
int height = image->height();
PNM* newImage = new PNM(width, height, QImage::Format_Mono);
HistogramEqualization* equalized_histogram = new HistogramEqualization(image);
QHash<int, int> * hg;
// Number od pixels in image
int N = width * height;
image = equalized_histogram->transform();
// Histogram table
hg = image->getHistogram()->get(Histogram::LChannel);
int value;
double bcv[256];
int sum_1 = 0;
int sum2 = 0;
double u_b;
double u_f;
double W_b;
double W_f;
for (int t=0; t < 255; t++)
{
for (int j=0; j < t; j++)
{
value = image->getHistogram()->get(Histogram::LChannel)->value(j);
sum_1 += value;
}
W_b = sum_1 / pow(255, 2);
for (int j=0; j < t; j++)
{
value = image->getHistogram()->get(Histogram::LChannel)->value(j);
sum2 += value * j;
}
if (sum_1 == 0)
{
u_b = 0;
}
else
{
u_b = sum2 / sum_1;
}
sum_1 = 0;
sum2 = 0;
for (int j=t; j < 255; j++)
{
value = image->getHistogram()->get(Histogram::LChannel)->value(j);
sum_1 += value;
}
W_f = sum_1 / pow(255, 2);
for (int j=t; j < 255; j++)
{
value = image->getHistogram()->get(Histogram::LChannel)->value(j);
sum2 += value * j;
}
if (sum_1 == 0)
{
u_f = 0;
}
else
{
u_f = sum2 / sum_1;
}
bcv[t]= W_b * W_f * pow(u_b - u_f, 2);
}
int T = 0;
for (int j=0; j< 255;j++)
{
if (bcv[j] > bcv[T])
{
T=j;
}
}
// Iterate over pixels
for (int x=0; x<width; x++)
{
for (int y=0; y < height; y++)
{
// Get current pixel
QRgb pixel = image->pixel(x, y);
int l = qGray(pixel);
newImage->setPixel(x,y, l < T ? Qt::color0 : Qt::color1);
}
}
return newImage;
}