Zadanie 14
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14/do_sprawdzenia/cpp/image_1.png
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14/do_sprawdzenia/cpp/image_1.png
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14/do_sprawdzenia/cpp/image_2.png
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14/do_sprawdzenia/cpp/image_2.png
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14/do_sprawdzenia/cpp/segmentation.cpp
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14/do_sprawdzenia/cpp/segmentation.cpp
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#include "segmentation.h"
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#include "conversion_grayscale.h"
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#include "blur_gaussian.h"
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#include <queue>
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Segmentation::Segmentation(PNM* img) :
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Transformation(img)
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{
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}
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Segmentation::Segmentation(PNM* img, ImageViewer* iv) :
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Transformation(img, iv)
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{
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}
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QPoint* Segmentation::neighbourhood(QPoint p)
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{
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return new QPoint();
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}
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PNM* Segmentation::transform()
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{
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int width = image->width();
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int height = image->height();
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PNM* newImage = new PNM(width, height, QImage::Format_Grayscale8);
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ConversionGrayscale* conversionGrayscale = new ConversionGrayscale(image);
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PNM* grayImage = conversionGrayscale->transform();
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// matrix with labels
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math::matrix<int> lab (width, height);
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// matrix wiht distances
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math::matrix<int> dist (width, height);
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int current_label = 0;
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std::queue<QPoint> fifo;
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// Fill matrixes with -1 for lab and 0 for dist
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for (int i = 0; i < width; i++)
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{
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for (int j = 0; j < height; j++)
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{
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lab[i][j] = -1;
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dist[i][j] = 0;
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}
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}
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// Create sorted list of gray pixels
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std::list<int> hSorted;
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for (int i = 0; i < width; i++)
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{
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for (int j = 0; j < height; j++)
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{
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hSorted.push_back(qGray(grayImage->pixel(i, j)));
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}
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}
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// Sort and remove dupliactes of pixels values in queue
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hSorted.sort();
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hSorted.unique();
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// Set current distance on 0
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int current_distance = 0;
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// Iterate over queue of gray pixels
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for (std::list<int>::iterator h = hSorted.begin(); h != hSorted.end(); h++)
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{
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// Iterate over image
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for (int p_i = 0; p_i < width; p_i++)
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{
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for (int p_j = 0; p_j < height; p_j++)
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{
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// Check if the grey pixel from the image is the same as the one from the queue
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if (qGray(image->pixel(p_i, p_j)) == *h)
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{
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// If true set lab in this place on -2
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lab[p_i][p_j] = -2;
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// Check neighbours -1 0 1 left-right and up-down for p_i, p_j
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for (int x = -1; x < 2; x++)
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{
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for (int y = -1; y < 2; y++)
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{
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// Check if is not center
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if (x != 0 || y != 0)
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{
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// Create q_i and q_j
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int q_i = p_i+x;
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int q_j = p_j+y;
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// Check that the values(q_i, q_j) are within the image dimensions
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if (q_i >= 0 && q_j >= 0 && q_i < width && q_j < height)
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{
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// Check point value lab[q_i][q_j] is greater than or equal to zero
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if (lab[q_i][q_j] >= 0)
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{
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// Initialize queue with neighbours at level h
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// of current basins or watersheds
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dist[p_i][p_j] = 1;
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fifo.push(QPoint(p_i, p_j));
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} //end if - Check point value lab[q_i][q_j] is greater than or equal to zero
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} // end if - Check that the values(q_i, q_j) are within the image dimensions
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} // end if - Check if is not center
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} //end for
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} // end for - Check neighbours -1 0 1 left-right and up-down for p_i, p_j
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} // end if - Check if the grey pixel from the image is the same as the one from the queue
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} // end for
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} //end for - Iterate over image
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// Set current distance on 1
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current_distance = 1;
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fifo.push(QPoint(-1, -1));
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// while loop
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while (true)
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{
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// Get first element and remove from queue
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QPoint p = fifo.front();
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fifo.pop();
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// Check if x and y equal -1
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if (p.x() == -1 && p.y() == -1)
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{
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// Check ff queue is empty - break loop
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if (fifo.empty())
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{
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break;
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}
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else
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{
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// Push to queue Point(-1, -1)
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fifo.push(QPoint(-1, -1));
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// Increment current distanece
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current_distance += 1;
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// Get first element and remove from queue
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p = fifo.front();
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fifo.pop();
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}
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}
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// Check neighbours -1 0 1 left-right and up-down for p_i, p_j
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for (int x = -1; x < 2; x++)
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{
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for (int y = -1; y < 2; y++)
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{
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// Check if is not center
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if (x != 0 || y != 0)
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{
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// Get current point x, y values and create q_i, q_j
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int p_i = p.x();
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int p_j = p.y();
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int q_i = p_i + x;
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int q_j = p_j + y;
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// Check that the values(q_i, q_j) are within the image dimensions
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if (q_i >= 0 && q_j >= 0 && q_i < width && q_j < height)
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{
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// Check distance value of point q_i, q_j is less than current distance and lab[q_i][q_j] is greater than or equal to zero
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if (dist[q_i][q_j] < current_distance && lab[q_i][q_j] >= 0)
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{
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// Check if lab point for q_i and q_j is grather than 0
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if (lab[q_i][q_j] > 0)
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{
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if (lab[p_i][p_j] == -2 or lab[p_i][p_j] == 0)
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{
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lab[p_i][p_j] = lab[q_i][q_j];
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}
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else if (lab[p_i][p_j] != lab[q_i][q_j])
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{
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lab[p_i][p_j] = 0;
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}
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}
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else if (lab[p_i][p_j] == -2)
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{
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lab[p_i][p_j] = 0;
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} // end else - Check if lab point for q_i and q_j is grather than 0
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}
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else if (dist[q_i][q_j] == 0 && lab[q_i][q_j] == -2)
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{
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// The q is plateau pixel
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dist[q_i][q_j] = current_distance + 1;
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fifo.push(QPoint(q_i, q_j));
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}
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} // end if - Check that the values(q_i, q_j) are within the image dimensions
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} // end if (x != 0 || y != 0)
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} // end for
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} // end for - Check neighbours -1 0 1 left-right and up-down for p_i, p_j
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} // end while
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// Iterate over image - detect and process new minimal at level h
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for (int p_i = 0; p_i < width; p_i++)
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{
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for (int p_j = 0; p_j < height; p_j++)
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{
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// Check if the grey pixel from the image is the same as the one from the queue
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if (qGray(image->pixel(p_i, p_j)) == *h)
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{
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// Set distance to zero
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dist[p_i][p_j] = 0;
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// Check if lab[p_i][p_j] is -2
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if (lab[p_i][p_j] == -2)
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{
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// Increment current lab
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current_label += 1;
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// Push point[p_i, p_j] to queue
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fifo.push(QPoint(p_i, p_j));
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// Set current lab value to lab[p_i][p_j]
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lab[p_i][p_j] = current_label;
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// while loop until the queue isn't empty
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while (!fifo.empty())
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{
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QPoint q = fifo.front();
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fifo.pop();
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// Check neighbours -1 0 1 left-right and up-down for q_i, q_j
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for (int x = -1; x < 2; x++)
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{
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for (int y = -1; y < 2; y++)
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{
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if (x != 0 || y != 0)
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{
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int q_i = q.x();
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int q_j = q.y();
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int r_i = q_i + x;
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int r_j = q_j + y;
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if (r_i >= 0 && r_j >= 0 && r_i < width && r_j < height)
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{
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if (lab[r_i][r_j] == -2)
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{
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fifo.push(QPoint(r_i, r_j));
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lab[r_i][r_j] = current_label;
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} // end if set lab[r_i][r_j] == -2
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} // end if (r_i >= 0 && r_j >= 0 && r_i < width && r_j < height)
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} // end if (x != 0 || y != 0)
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} // end for inspect neighbours of q
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} // end for - Check neighbours -1 0 1 left-right and up-down for q_i, q_j
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} // end while - while loop until the queue isn't empty
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} // end if - Check if lab[p_i][p_j] is -2
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} // end if - Check if the grey pixel from the image is the same as the one from the queue
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} // end for
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} // end for - Iterate over image - detect and process new minimal at level h
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} // end for - Iterate over queue of gray pixels
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// Set very small value
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int max = -100;
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// Get max for lab points
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for (int i = 0; i < width; i++)
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{
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for (int j = 0; j < height; j++)
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{
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if (lab[i][j] > max)
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{
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max = lab[i][j];
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}
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}
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}
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// Protection against division by 0
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if (max == 0)
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{
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max = 1;
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}
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// Draw image
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for (int i = 0; i < width; i++)
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{
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for (int j = 0; j < height; j++)
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{
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double pixel = lab[i][j] * 255/max;
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double r = pixel * 0.3;
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double g = pixel * 0.6;
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double b = pixel * 0.1;
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QColor newPixel = QColor(r+g+b,r+g+b,r+g+b);
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newImage->setPixel(i, j, QColor(newPixel).rgb());
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}
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}
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return newImage;
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}
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@ -15,20 +15,275 @@ Segmentation::Segmentation(PNM* img, ImageViewer* iv) :
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{
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{
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}
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}
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#define INIT -1
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#define MASK -2
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#define WSHED 0
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QPoint* Segmentation::neighbourhood(QPoint p)
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QPoint* Segmentation::neighbourhood(QPoint p)
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{
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{
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qDebug() << Q_FUNC_INFO << "Not implemented yet!";
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return new QPoint();
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return new QPoint();
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}
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}
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PNM* Segmentation::transform()
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PNM* Segmentation::transform()
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{
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{
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qDebug() << Q_FUNC_INFO << "Not implemented yet!";
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int width = image->width();
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int height = image->height();
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return 0;
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PNM* newImage = new PNM(width, height, QImage::Format_Grayscale8);
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ConversionGrayscale* conversionGrayscale = new ConversionGrayscale(image);
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PNM* grayImage = conversionGrayscale->transform();
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// matrix with labels
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math::matrix<int> lab (width, height);
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// matrix wiht distances
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math::matrix<int> dist (width, height);
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int current_label = 0;
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std::queue<QPoint> fifo;
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// Fill matrixes with -1 for lab and 0 for dist
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for (int i = 0; i < width; i++)
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{
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for (int j = 0; j < height; j++)
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{
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lab[i][j] = -1;
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dist[i][j] = 0;
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}
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}
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// Create sorted list of gray pixels
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std::list<int> hSorted;
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for (int i = 0; i < width; i++)
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{
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for (int j = 0; j < height; j++)
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{
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hSorted.push_back(qGray(grayImage->pixel(i, j)));
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}
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}
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// Sort and remove dupliactes of pixels values in queue
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hSorted.sort();
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hSorted.unique();
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// Set current distance on 0
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int current_distance = 0;
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// Iterate over queue of gray pixels
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for (std::list<int>::iterator h = hSorted.begin(); h != hSorted.end(); h++)
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{
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// Iterate over image
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for (int p_i = 0; p_i < width; p_i++)
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{
|
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|
for (int p_j = 0; p_j < height; p_j++)
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{
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// Check if the grey pixel from the image is the same as the one from the queue
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||||||
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if (qGray(image->pixel(p_i, p_j)) == *h)
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{
|
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// If true set lab in this place on -2
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||||||
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lab[p_i][p_j] = -2;
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||||||
|
|
||||||
|
// Check neighbours -1 0 1 left-right and up-down for p_i, p_j
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for (int x = -1; x < 2; x++)
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|
{
|
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for (int y = -1; y < 2; y++)
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|
{
|
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|
// Check if is not center
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||||||
|
if (x != 0 || y != 0)
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||||||
|
{
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|
// Create q_i and q_j
|
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|
int q_i = p_i+x;
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|
int q_j = p_j+y;
|
||||||
|
|
||||||
|
// Check that the values(q_i, q_j) are within the image dimensions
|
||||||
|
if (q_i >= 0 && q_j >= 0 && q_i < width && q_j < height)
|
||||||
|
{
|
||||||
|
// Check point value lab[q_i][q_j] is greater than or equal to zero
|
||||||
|
if (lab[q_i][q_j] >= 0)
|
||||||
|
{
|
||||||
|
// Initialize queue with neighbours at level h
|
||||||
|
// of current basins or watersheds
|
||||||
|
dist[p_i][p_j] = 1;
|
||||||
|
fifo.push(QPoint(p_i, p_j));
|
||||||
|
} //end if - Check point value lab[q_i][q_j] is greater than or equal to zero
|
||||||
|
} // end if - Check that the values(q_i, q_j) are within the image dimensions
|
||||||
|
} // end if - Check if is not center
|
||||||
|
} //end for
|
||||||
|
} // end for - Check neighbours -1 0 1 left-right and up-down for p_i, p_j
|
||||||
|
} // end if - Check if the grey pixel from the image is the same as the one from the queue
|
||||||
|
} // end for
|
||||||
|
} //end for - Iterate over image
|
||||||
|
|
||||||
|
// Set current distance on 1
|
||||||
|
current_distance = 1;
|
||||||
|
fifo.push(QPoint(-1, -1));
|
||||||
|
|
||||||
|
// while loop
|
||||||
|
while (true)
|
||||||
|
{
|
||||||
|
// Get first element and remove from queue
|
||||||
|
QPoint p = fifo.front();
|
||||||
|
fifo.pop();
|
||||||
|
|
||||||
|
// Check if x and y equal -1
|
||||||
|
if (p.x() == -1 && p.y() == -1)
|
||||||
|
{
|
||||||
|
// Check ff queue is empty - break loop
|
||||||
|
if (fifo.empty())
|
||||||
|
{
|
||||||
|
break;
|
||||||
|
}
|
||||||
|
else
|
||||||
|
{
|
||||||
|
// Push to queue Point(-1, -1)
|
||||||
|
fifo.push(QPoint(-1, -1));
|
||||||
|
|
||||||
|
// Increment current distanece
|
||||||
|
current_distance += 1;
|
||||||
|
|
||||||
|
// Get first element and remove from queue
|
||||||
|
p = fifo.front();
|
||||||
|
fifo.pop();
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
// Check neighbours -1 0 1 left-right and up-down for p_i, p_j
|
||||||
|
for (int x = -1; x < 2; x++)
|
||||||
|
{
|
||||||
|
for (int y = -1; y < 2; y++)
|
||||||
|
{
|
||||||
|
// Check if is not center
|
||||||
|
if (x != 0 || y != 0)
|
||||||
|
{
|
||||||
|
// Get current point x, y values and create q_i, q_j
|
||||||
|
int p_i = p.x();
|
||||||
|
int p_j = p.y();
|
||||||
|
int q_i = p_i + x;
|
||||||
|
int q_j = p_j + y;
|
||||||
|
|
||||||
|
// Check that the values(q_i, q_j) are within the image dimensions
|
||||||
|
if (q_i >= 0 && q_j >= 0 && q_i < width && q_j < height)
|
||||||
|
{
|
||||||
|
// Check distance value of point q_i, q_j is less than current distance and lab[q_i][q_j] is greater than or equal to zero
|
||||||
|
if (dist[q_i][q_j] < current_distance && lab[q_i][q_j] >= 0)
|
||||||
|
{
|
||||||
|
// Check if lab point for q_i and q_j is grather than 0
|
||||||
|
if (lab[q_i][q_j] > 0)
|
||||||
|
{
|
||||||
|
if (lab[p_i][p_j] == -2 or lab[p_i][p_j] == 0)
|
||||||
|
{
|
||||||
|
lab[p_i][p_j] = lab[q_i][q_j];
|
||||||
|
}
|
||||||
|
else if (lab[p_i][p_j] != lab[q_i][q_j])
|
||||||
|
{
|
||||||
|
lab[p_i][p_j] = 0;
|
||||||
|
}
|
||||||
|
}
|
||||||
|
else if (lab[p_i][p_j] == -2)
|
||||||
|
{
|
||||||
|
lab[p_i][p_j] = 0;
|
||||||
|
} // end else - Check if lab point for q_i and q_j is grather than 0
|
||||||
|
|
||||||
|
}
|
||||||
|
else if (dist[q_i][q_j] == 0 && lab[q_i][q_j] == -2)
|
||||||
|
{
|
||||||
|
// The q is plateau pixel
|
||||||
|
dist[q_i][q_j] = current_distance + 1;
|
||||||
|
fifo.push(QPoint(q_i, q_j));
|
||||||
|
}
|
||||||
|
} // end if - Check that the values(q_i, q_j) are within the image dimensions
|
||||||
|
} // end if (x != 0 || y != 0)
|
||||||
|
} // end for
|
||||||
|
} // end for - Check neighbours -1 0 1 left-right and up-down for p_i, p_j
|
||||||
|
} // end while
|
||||||
|
|
||||||
|
// Iterate over image - detect and process new minimal at level h
|
||||||
|
for (int p_i = 0; p_i < width; p_i++)
|
||||||
|
{
|
||||||
|
for (int p_j = 0; p_j < height; p_j++)
|
||||||
|
{
|
||||||
|
// Check if the grey pixel from the image is the same as the one from the queue
|
||||||
|
if (qGray(image->pixel(p_i, p_j)) == *h)
|
||||||
|
{
|
||||||
|
// Set distance to zero
|
||||||
|
dist[p_i][p_j] = 0;
|
||||||
|
|
||||||
|
// Check if lab[p_i][p_j] is -2
|
||||||
|
if (lab[p_i][p_j] == -2)
|
||||||
|
{
|
||||||
|
// Increment current lab
|
||||||
|
current_label += 1;
|
||||||
|
// Push point[p_i, p_j] to queue
|
||||||
|
fifo.push(QPoint(p_i, p_j));
|
||||||
|
// Set current lab value to lab[p_i][p_j]
|
||||||
|
lab[p_i][p_j] = current_label;
|
||||||
|
|
||||||
|
// while loop until the queue isn't empty
|
||||||
|
while (!fifo.empty())
|
||||||
|
{
|
||||||
|
QPoint q = fifo.front();
|
||||||
|
fifo.pop();
|
||||||
|
|
||||||
|
// Check neighbours -1 0 1 left-right and up-down for q_i, q_j
|
||||||
|
for (int x = -1; x < 2; x++)
|
||||||
|
{
|
||||||
|
for (int y = -1; y < 2; y++)
|
||||||
|
{
|
||||||
|
if (x != 0 || y != 0)
|
||||||
|
{
|
||||||
|
int q_i = q.x();
|
||||||
|
int q_j = q.y();
|
||||||
|
int r_i = q_i + x;
|
||||||
|
int r_j = q_j + y;
|
||||||
|
if (r_i >= 0 && r_j >= 0 && r_i < width && r_j < height)
|
||||||
|
{
|
||||||
|
if (lab[r_i][r_j] == -2)
|
||||||
|
{
|
||||||
|
fifo.push(QPoint(r_i, r_j));
|
||||||
|
lab[r_i][r_j] = current_label;
|
||||||
|
} // end if set lab[r_i][r_j] == -2
|
||||||
|
|
||||||
|
} // end if (r_i >= 0 && r_j >= 0 && r_i < width && r_j < height)
|
||||||
|
} // end if (x != 0 || y != 0)
|
||||||
|
} // end for inspect neighbours of q
|
||||||
|
} // end for - Check neighbours -1 0 1 left-right and up-down for q_i, q_j
|
||||||
|
} // end while - while loop until the queue isn't empty
|
||||||
|
} // end if - Check if lab[p_i][p_j] is -2
|
||||||
|
} // end if - Check if the grey pixel from the image is the same as the one from the queue
|
||||||
|
} // end for
|
||||||
|
} // end for - Iterate over image - detect and process new minimal at level h
|
||||||
|
} // end for - Iterate over queue of gray pixels
|
||||||
|
|
||||||
|
// Set very small value
|
||||||
|
int max = -100;
|
||||||
|
|
||||||
|
// Get max for lab points
|
||||||
|
for (int i = 0; i < width; i++)
|
||||||
|
{
|
||||||
|
for (int j = 0; j < height; j++)
|
||||||
|
{
|
||||||
|
if (lab[i][j] > max)
|
||||||
|
{
|
||||||
|
max = lab[i][j];
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
// Protection against division by 0
|
||||||
|
if (max == 0)
|
||||||
|
{
|
||||||
|
max = 1;
|
||||||
|
}
|
||||||
|
|
||||||
|
// Draw image
|
||||||
|
for (int i = 0; i < width; i++)
|
||||||
|
{
|
||||||
|
for (int j = 0; j < height; j++)
|
||||||
|
{
|
||||||
|
double pixel = lab[i][j] * 255/max;
|
||||||
|
double r = pixel * 0.3;
|
||||||
|
double g = pixel * 0.6;
|
||||||
|
double b = pixel * 0.1;
|
||||||
|
QColor newPixel = QColor(r+g+b,r+g+b,r+g+b);
|
||||||
|
newImage->setPixel(i, j, QColor(newPixel).rgb());
|
||||||
|
}
|
||||||
|
}
|
||||||
|
return newImage;
|
||||||
}
|
}
|
||||||
|
Loading…
Reference in New Issue
Block a user