001/** 002 * Copyright (c) 2011, The University of Southampton and the individual contributors. 003 * All rights reserved. 004 * 005 * Redistribution and use in source and binary forms, with or without modification, 006 * are permitted provided that the following conditions are met: 007 * 008 * * Redistributions of source code must retain the above copyright notice, 009 * this list of conditions and the following disclaimer. 010 * 011 * * Redistributions in binary form must reproduce the above copyright notice, 012 * this list of conditions and the following disclaimer in the documentation 013 * and/or other materials provided with the distribution. 014 * 015 * * Neither the name of the University of Southampton nor the names of its 016 * contributors may be used to endorse or promote products derived from this 017 * software without specific prior written permission. 018 * 019 * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND 020 * ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED 021 * WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE 022 * DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR 023 * ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES 024 * (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; 025 * LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON 026 * ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT 027 * (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS 028 * SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. 029 */ 030package org.openimaj.image.connectedcomponent; 031 032import java.util.ArrayList; 033import java.util.LinkedHashSet; 034import java.util.List; 035 036import org.openimaj.image.FImage; 037import org.openimaj.image.analyser.ImageAnalyser; 038import org.openimaj.image.pixel.ConnectedComponent; 039import org.openimaj.image.pixel.Pixel; 040 041/** 042 * A Connected Component Labeler for grey-level images. This class can be used 043 * to transform an image that represents a map of labeled objects into a list of 044 * {@link ConnectedComponent}s. 045 * <p> 046 * Internally we use a flood-fill approach to finding the 047 * {@link ConnectedComponent}s. 048 * 049 * @author Jonathon Hare (jsh2@ecs.soton.ac.uk) 050 */ 051public class GreyscaleConnectedComponentLabeler implements ImageAnalyser<FImage> { 052 List<ConnectedComponent> components; 053 054 /** 055 * Syntactic sugar for calling {@link #analyseImage(FImage)} followed by 056 * {@link #getComponents()}; 057 * 058 * @param image 059 * the image to extract components from 060 * @return the extracted components. 061 */ 062 public List<ConnectedComponent> findComponents(FImage image) { 063 analyseImage(image); 064 return components; 065 } 066 067 protected ConnectedComponent floodFill(FImage image, Pixel start, int[][] output, int color) { 068 final ConnectedComponent cc = new ConnectedComponent(); 069 // Flood-fill (node, target-color, replacement-color): 070 // 1. Set Q to the empty queue. 071 // Queue<Pixel> queue = new LinkedList<Pixel>(); 072 final LinkedHashSet<Pixel> queue = new LinkedHashSet<Pixel>(); 073 074 // 2. If the color of node is not equal to target-color, return. 075 final float targetColour = image.pixels[start.y][start.x]; 076 077 // 3. Add node to Q. 078 queue.add(start); 079 // 4. For each element n of Q: 080 while (queue.size() > 0) { 081 // Pixel n = queue.poll(); 082 final Pixel n = queue.iterator().next(); 083 queue.remove(n); 084 085 // 5. If the color of n is equal to target-color: 086 if (image.pixels[n.y][n.x] == targetColour && output[n.y][n.x] != color) { 087 // 6. Set w and e equal to n. 088 int e = n.x, w = n.x; 089 // 7. Move w to the west until the color of the node to the west 090 // of w no longer matches target-color. 091 while (w > 0 && image.pixels[n.y][w - 1] == targetColour) 092 w--; 093 094 // 8. Move e to the east until the color of the node to the east 095 // of e no longer matches target-color. 096 while (e < image.width - 1 && image.pixels[n.y][e + 1] == targetColour) 097 e++; 098 099 // 9. Set the color of nodes between w and e to 100 // replacement-color. 101 for (int i = w; i <= e; i++) { 102 output[n.y][i] = color; 103 cc.addPixel(i, n.y); 104 105 // 10. For each node n between w and e: 106 final int north = n.y - 1; 107 final int south = n.y + 1; 108 // 11. If the color of the node to the north of n is 109 // target-color, add that node to Q. 110 if (north >= 0 && image.pixels[north][i] == targetColour && output[north][i] != color) 111 queue.add(new Pixel(i, north)); 112 // If the color of the node to the south of n is 113 // target-color, add that node to Q. 114 if (south < image.height && image.pixels[south][i] == targetColour && output[south][i] != color) 115 queue.add(new Pixel(i, south)); 116 } 117 // 12. Continue looping until Q is exhausted. 118 } 119 } 120 // 13. Return. 121 return cc; 122 } 123 124 @Override 125 public void analyseImage(FImage image) { 126 components = new ArrayList<ConnectedComponent>(); 127 128 final int[][] labels = new int[image.height][image.width]; 129 int nextColor = 1; 130 131 for (int y = 0; y < image.height; y++) { 132 for (int x = 0; x < image.width; x++) { 133 if (labels[y][x] == 0) { 134 components.add(floodFill(image, new Pixel(x, y), labels, nextColor)); 135 nextColor++; 136 } 137 } 138 } 139 } 140 141 /** 142 * @return the list of components found in the last call to 143 * {@link #analyseImage(FImage)}. 144 */ 145 public List<ConnectedComponent> getComponents() { 146 return components; 147 } 148}