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> nodes = Helpers.initNodes(imgArray); ArrayList>> 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>> 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; } }