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import javax.imageio.ImageIO; | |
import java.awt.*; | |
import java.awt.geom.AffineTransform; | |
import java.awt.image.BufferedImage; | |
import java.awt.image.ColorModel; | |
import java.awt.image.DataBufferInt; | |
import java.awt.image.WritableRaster; | |
import java.io.File; | |
import java.io.IOException; | |
import java.util.ArrayList; | |
import java.util.HashSet; | |
import java.util.Random; | |
import java.util.concurrent.ExecutorService; | |
import java.util.concurrent.Executors; | |
public class Main { | |
public static void main(String[] args) { | |
/* | |
Change these | |
*/ | |
String path = "2"; | |
int numSegments = 50; | |
int numPopulations = 20; | |
int numIndividuals = 2; | |
BufferedImage img = readImage(path); | |
//img = scale(img, img.getType(), (int)(img.getWidth()*0.1), (int)(img.getHeight()*0.1), 0.1, 0.1); | |
int[][] imgArray = Helpers.convertTo2DWithoutUsingGetRGB(img); | |
ArrayList<ArrayList<Node>> nodes = Helpers.initNodes(imgArray); | |
ArrayList<ArrayList<ArrayList<Edge>>> edges = new ArrayList<>(); | |
for (int i = 0; i < nodes.size(); i++) { | |
edges.add(new ArrayList<>()); | |
for (int j = 0; j < nodes.get(i).size(); j++) { | |
edges.get(i).add(new ArrayList<>()); | |
edges.get(i).get(j).addAll(Helpers.setNodeEdges(nodes.get(i).get(j),nodes)); | |
} | |
} | |
Population p = new Population(imgArray, edges, numSegments, numIndividuals); | |
for (int i = 0; i < numPopulations; i++) { | |
System.out.println("Population: " + i); | |
System.out.println("Overall Deviation: " + p.getIndividuals().get(0).getOverallDeviation()); | |
System.out.println("Edge Value: " + p.getIndividuals().get(0).getEdgeValue()); | |
System.out.println(); | |
ArrayList<ArrayList<ArrayList<Integer>>> newRoots = GA.doGA(imgArray, p, numIndividuals); | |
p = new Population(imgArray, edges, newRoots, numIndividuals); | |
BufferedImage currImg = deepCopy(img); | |
Individual outIndividual = p.getIndividuals().get(0); | |
for(Segment segment : outIndividual.getSegments()){ | |
for(Node n : segment.getNodes()){ | |
currImg = changeImageGroundTruth(currImg, n); | |
} | |
} | |
writeImage(path, currImg, i); | |
} | |
BufferedImage img2 = deepCopy(img); | |
Individual i = p.getIndividuals().get(0); | |
for(Segment segment : i.getSegments()){ | |
for(Node n : segment.getNodes()){ | |
img2 = changeImageWithColors(img2, n); | |
} | |
} | |
writeImage(path+"COLORS", img2, 0); | |
} | |
static BufferedImage deepCopy(BufferedImage bi) { | |
ColorModel cm = bi.getColorModel(); | |
boolean isAlphaPremultiplied = cm.isAlphaPremultiplied(); | |
WritableRaster raster = bi.copyData(null); | |
return new BufferedImage(cm, raster, isAlphaPremultiplied, null); | |
} | |
static BufferedImage readImage(String path) { | |
BufferedImage img = null; | |
try { | |
img = ImageIO.read(new File("TestImages/" + path + "/Test image.jpg")); | |
} catch (IOException e) { | |
e.printStackTrace(); | |
} | |
return img; | |
} | |
static void writeImage(String path, BufferedImage img, int imgCount) { | |
File dir = new File("OutFiles/" + path); | |
dir.mkdir(); | |
File outputfile = new File("OutFiles/" + path +"/" + path + imgCount + ".jpg"); | |
try { | |
ImageIO.write(img, "jpg", outputfile); | |
} catch (IOException e) { | |
e.printStackTrace(); | |
} | |
} | |
static BufferedImage changeImageGroundTruth(BufferedImage img, Node node) { | |
Color c; | |
if(node.isEdge()){ | |
c = Color.BLACK; | |
} | |
else{ | |
c = Color.WHITE; | |
} | |
img.setRGB(node.getY(), node.getX(), c.getRGB()); | |
try{ | |
img.setRGB(node.getY()+1, node.getX(), c.getRGB()); | |
} | |
catch (Exception e){ | |
} | |
try{ | |
img.setRGB(node.getY()-1, node.getX(), c.getRGB()); | |
} | |
catch (Exception e){ | |
} | |
try{ | |
img.setRGB(node.getY(), node.getX()+1, c.getRGB()); | |
} | |
catch (Exception e){ | |
} | |
try{ | |
img.setRGB(node.getY(), node.getX()-1, c.getRGB()); | |
} | |
catch (Exception e){ | |
} | |
return img; | |
} | |
static BufferedImage changeImageWithColors(BufferedImage img, Node node) { | |
Color c; | |
if(node.isEdge()){ | |
c = Color.GREEN; | |
} | |
else{ | |
c = new Color(img.getRGB(node.getY(), node.getX())); | |
} | |
img.setRGB(node.getY(), node.getX(), c.getRGB()); | |
return img; | |
} | |
static BufferedImage scale(BufferedImage sbi, int imageType, int dWidth, int dHeight, double fWidth, double fHeight) { | |
BufferedImage dbi = null; | |
if (sbi != null) { | |
dbi = new BufferedImage(dWidth, dHeight, imageType); | |
Graphics2D g = dbi.createGraphics(); | |
AffineTransform at = AffineTransform.getScaleInstance(fWidth, fHeight); | |
g.drawRenderedImage(sbi, at); | |
} | |
return dbi; | |
} | |
} | |